{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "from tqdm import tqdm\n",
    "import lightgbm as lgb\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn import metrics\n",
    "import warnings\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# '围网', '拖网', '刺网'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "type_dict = {'围网':'wei','拖网':'tuo','刺网':'ci'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_hdf('../input/train.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = train[train['ship']==2963]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a298b6c50>]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t['v'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a293b5470>]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t['d'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_path(type_name):\n",
    "    ids = train[train['type']==type_name]['ship'].unique()\n",
    "    ids = [ids[np.random.randint(len(ids))] for x in range(10)]\n",
    "    t = train[train['ship'].isin(ids)]\n",
    "\n",
    "    f, ax = plt.subplots(5,2, figsize=(8,20))\n",
    "    for index, cur_id in enumerate(ids):\n",
    "        cur = t[t['ship']==cur_id]\n",
    "        i = index//2\n",
    "        j = index % 2\n",
    "        ax[i,j].plot(cur['x'], cur['y'])\n",
    "#         if i==0 and j==0:\n",
    "        ax[i,j].set_title(cur_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>v</th>\n",
       "      <th>d</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:57:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:47:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:37:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:27:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:17:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:07:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:57:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:47:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:37:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:27:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:17:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:08:26</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:57:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:47:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:37:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:29:52</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:07:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:57:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:47:28</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:37:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:27:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:17:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:08:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:57:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:47:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:37:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:27:28</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:17:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:07:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 18:57:27</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:57:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:47:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:37:41</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:27:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:17:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:08:40</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:57:41</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:47:41</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:37:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:27:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:17:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:07:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:57:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:47:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:37:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:27:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:17:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:08:40</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:57:42</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:47:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:37:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:27:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:17:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:07:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:57:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:47:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:37:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:27:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:17:43</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>2963</td>\n",
       "      <td>6.315982e+06</td>\n",
       "      <td>5.291346e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:08:41</td>\n",
       "      <td>围网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>427 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ship             x             y     v  d           time type\n",
       "0    2963  6.315982e+06  5.291346e+06  0.00  0  1120 23:57:26   围网\n",
       "1    2963  6.315982e+06  5.291346e+06  0.00  0  1120 23:47:26   围网\n",
       "2    2963  6.315982e+06  5.291346e+06  0.00  0  1120 23:37:26   围网\n",
       "3    2963  6.315982e+06  5.291346e+06  0.00  0  1120 23:27:26   围网\n",
       "4    2963  6.315982e+06  5.291346e+06  0.00  0  1120 23:17:26   围网\n",
       "5    2963  6.315982e+06  5.291346e+06  0.00  0  1120 23:07:26   围网\n",
       "6    2963  6.315982e+06  5.291346e+06  0.00  0  1120 22:57:26   围网\n",
       "7    2963  6.315982e+06  5.291346e+06  0.00  0  1120 22:47:26   围网\n",
       "8    2963  6.315982e+06  5.291346e+06  0.00  0  1120 22:37:26   围网\n",
       "9    2963  6.315982e+06  5.291346e+06  0.00  0  1120 22:27:26   围网\n",
       "10   2963  6.315982e+06  5.291346e+06  0.00  0  1120 22:17:26   围网\n",
       "11   2963  6.315982e+06  5.291346e+06  0.00  0  1120 22:08:26   围网\n",
       "12   2963  6.315982e+06  5.291346e+06  0.00  0  1120 21:57:27   围网\n",
       "13   2963  6.315982e+06  5.291346e+06  0.00  0  1120 21:47:27   围网\n",
       "14   2963  6.315982e+06  5.291346e+06  0.00  0  1120 21:37:27   围网\n",
       "15   2963  6.315982e+06  5.291346e+06  0.00  0  1120 21:29:52   围网\n",
       "16   2963  6.315982e+06  5.291346e+06  0.00  0  1120 21:07:27   围网\n",
       "17   2963  6.315982e+06  5.291346e+06  0.00  0  1120 20:57:27   围网\n",
       "18   2963  6.315982e+06  5.291346e+06  0.00  0  1120 20:47:28   围网\n",
       "19   2963  6.315982e+06  5.291346e+06  0.00  0  1120 20:37:27   围网\n",
       "20   2963  6.315982e+06  5.291346e+06  0.00  0  1120 20:27:27   围网\n",
       "21   2963  6.315982e+06  5.291346e+06  0.00  0  1120 20:17:27   围网\n",
       "22   2963  6.315982e+06  5.291346e+06  0.05  0  1120 20:08:27   围网\n",
       "23   2963  6.315982e+06  5.291346e+06  0.00  0  1120 19:57:27   围网\n",
       "24   2963  6.315982e+06  5.291346e+06  0.05  0  1120 19:47:27   围网\n",
       "25   2963  6.315982e+06  5.291346e+06  0.05  0  1120 19:37:27   围网\n",
       "26   2963  6.315982e+06  5.291346e+06  0.05  0  1120 19:27:28   围网\n",
       "27   2963  6.315982e+06  5.291346e+06  0.27  0  1120 19:17:27   围网\n",
       "28   2963  6.315982e+06  5.291346e+06  0.05  0  1120 19:07:27   围网\n",
       "29   2963  6.315982e+06  5.291346e+06  0.05  0  1120 18:57:27   围网\n",
       "..    ...           ...           ...   ... ..            ...  ...\n",
       "397  2963  6.315982e+06  5.291346e+06  0.00  0  1118 04:57:42   围网\n",
       "398  2963  6.315982e+06  5.291346e+06  0.00  0  1118 04:47:42   围网\n",
       "399  2963  6.315982e+06  5.291346e+06  0.00  0  1118 04:37:41   围网\n",
       "400  2963  6.315982e+06  5.291346e+06  0.00  0  1118 04:27:42   围网\n",
       "401  2963  6.315982e+06  5.291346e+06  0.00  0  1118 04:17:42   围网\n",
       "402  2963  6.315982e+06  5.291346e+06  0.00  0  1118 04:08:40   围网\n",
       "403  2963  6.315982e+06  5.291346e+06  0.00  0  1118 03:57:41   围网\n",
       "404  2963  6.315982e+06  5.291346e+06  0.00  0  1118 03:47:41   围网\n",
       "405  2963  6.315982e+06  5.291346e+06  0.00  0  1118 03:37:42   围网\n",
       "406  2963  6.315982e+06  5.291346e+06  0.00  0  1118 03:27:42   围网\n",
       "407  2963  6.315982e+06  5.291346e+06  0.00  0  1118 03:17:42   围网\n",
       "408  2963  6.315982e+06  5.291346e+06  0.00  0  1118 03:07:42   围网\n",
       "409  2963  6.315982e+06  5.291346e+06  0.00  0  1118 02:57:42   围网\n",
       "410  2963  6.315982e+06  5.291346e+06  0.00  0  1118 02:47:42   围网\n",
       "411  2963  6.315982e+06  5.291346e+06  0.00  0  1118 02:37:42   围网\n",
       "412  2963  6.315982e+06  5.291346e+06  0.00  0  1118 02:27:42   围网\n",
       "413  2963  6.315982e+06  5.291346e+06  0.00  0  1118 02:17:42   围网\n",
       "414  2963  6.315982e+06  5.291346e+06  0.00  0  1118 02:08:40   围网\n",
       "415  2963  6.315982e+06  5.291346e+06  0.00  0  1118 01:57:42   围网\n",
       "416  2963  6.315982e+06  5.291346e+06  0.00  0  1118 01:47:43   围网\n",
       "417  2963  6.315982e+06  5.291346e+06  0.00  0  1118 01:37:43   围网\n",
       "418  2963  6.315982e+06  5.291346e+06  0.00  0  1118 01:27:43   围网\n",
       "419  2963  6.315982e+06  5.291346e+06  0.00  0  1118 01:17:43   围网\n",
       "420  2963  6.315982e+06  5.291346e+06  0.00  0  1118 01:07:43   围网\n",
       "421  2963  6.315982e+06  5.291346e+06  0.00  0  1118 00:57:43   围网\n",
       "422  2963  6.315982e+06  5.291346e+06  0.00  0  1118 00:47:43   围网\n",
       "423  2963  6.315982e+06  5.291346e+06  0.00  0  1118 00:37:43   围网\n",
       "424  2963  6.315982e+06  5.291346e+06  0.00  0  1118 00:27:43   围网\n",
       "425  2963  6.315982e+06  5.291346e+06  0.00  0  1118 00:17:43   围网\n",
       "426  2963  6.315982e+06  5.291346e+06  0.00  0  1118 00:08:41   围网\n",
       "\n",
       "[427 rows x 7 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[train['ship']==2963]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_path('围网')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>v</th>\n",
       "      <th>d</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:55:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:45:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:35:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:25:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:15:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 23:06:43</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:55:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:45:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:35:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:25:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:15:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 22:05:45</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:55:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:45:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:35:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:25:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:15:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 21:06:44</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:55:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:45:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:35:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:25:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:15:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 20:05:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:55:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:45:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:35:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:25:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:15:46</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1120 19:06:44</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:55:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:45:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:35:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:25:58</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:15:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 04:05:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:55:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:45:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:35:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:25:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:15:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 03:06:57</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:55:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:45:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:35:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:25:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:15:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 02:05:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:55:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:45:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:35:59</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:26:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:16:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 01:06:58</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:56:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:46:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:36:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:26:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:16:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>4022</td>\n",
       "      <td>6.102550e+06</td>\n",
       "      <td>5.112648e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1118 00:06:00</td>\n",
       "      <td>拖网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>421 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ship             x             y     v  d           time type\n",
       "0    4022  6.102550e+06  5.112648e+06  0.00  0  1120 23:55:45   拖网\n",
       "1    4022  6.102550e+06  5.112648e+06  0.00  0  1120 23:45:45   拖网\n",
       "2    4022  6.102550e+06  5.112648e+06  0.00  0  1120 23:35:45   拖网\n",
       "3    4022  6.102550e+06  5.112648e+06  0.00  0  1120 23:25:45   拖网\n",
       "4    4022  6.102550e+06  5.112648e+06  0.00  0  1120 23:15:45   拖网\n",
       "5    4022  6.102550e+06  5.112648e+06  0.00  0  1120 23:06:43   拖网\n",
       "6    4022  6.102550e+06  5.112648e+06  0.00  0  1120 22:55:45   拖网\n",
       "7    4022  6.102550e+06  5.112648e+06  0.00  0  1120 22:45:45   拖网\n",
       "8    4022  6.102550e+06  5.112648e+06  0.00  0  1120 22:35:45   拖网\n",
       "9    4022  6.102550e+06  5.112648e+06  0.00  0  1120 22:25:46   拖网\n",
       "10   4022  6.102550e+06  5.112648e+06  0.00  0  1120 22:15:45   拖网\n",
       "11   4022  6.102550e+06  5.112648e+06  0.00  0  1120 22:05:45   拖网\n",
       "12   4022  6.102550e+06  5.112648e+06  0.00  0  1120 21:55:46   拖网\n",
       "13   4022  6.102550e+06  5.112648e+06  0.00  0  1120 21:45:46   拖网\n",
       "14   4022  6.102550e+06  5.112648e+06  0.00  0  1120 21:35:46   拖网\n",
       "15   4022  6.102550e+06  5.112648e+06  0.00  0  1120 21:25:46   拖网\n",
       "16   4022  6.102550e+06  5.112648e+06  0.00  0  1120 21:15:46   拖网\n",
       "17   4022  6.102550e+06  5.112648e+06  0.00  0  1120 21:06:44   拖网\n",
       "18   4022  6.102550e+06  5.112648e+06  0.05  0  1120 20:55:46   拖网\n",
       "19   4022  6.102550e+06  5.112648e+06  0.00  0  1120 20:45:46   拖网\n",
       "20   4022  6.102550e+06  5.112648e+06  0.00  0  1120 20:35:46   拖网\n",
       "21   4022  6.102550e+06  5.112648e+06  0.00  0  1120 20:25:46   拖网\n",
       "22   4022  6.102550e+06  5.112648e+06  0.00  0  1120 20:15:46   拖网\n",
       "23   4022  6.102550e+06  5.112648e+06  0.00  0  1120 20:05:46   拖网\n",
       "24   4022  6.102550e+06  5.112648e+06  0.00  0  1120 19:55:46   拖网\n",
       "25   4022  6.102550e+06  5.112648e+06  0.00  0  1120 19:45:46   拖网\n",
       "26   4022  6.102550e+06  5.112648e+06  0.00  0  1120 19:35:46   拖网\n",
       "27   4022  6.102550e+06  5.112648e+06  0.00  0  1120 19:25:46   拖网\n",
       "28   4022  6.102550e+06  5.112648e+06  0.00  0  1120 19:15:46   拖网\n",
       "29   4022  6.102550e+06  5.112648e+06  0.05  0  1120 19:06:44   拖网\n",
       "..    ...           ...           ...   ... ..            ...  ...\n",
       "391  4022  6.102550e+06  5.112648e+06  0.16  0  1118 04:55:59   拖网\n",
       "392  4022  6.102550e+06  5.112648e+06  0.00  0  1118 04:45:59   拖网\n",
       "393  4022  6.102550e+06  5.112648e+06  0.00  0  1118 04:35:59   拖网\n",
       "394  4022  6.102550e+06  5.112648e+06  0.00  0  1118 04:25:58   拖网\n",
       "395  4022  6.102550e+06  5.112648e+06  0.05  0  1118 04:15:59   拖网\n",
       "396  4022  6.102550e+06  5.112648e+06  0.00  0  1118 04:05:59   拖网\n",
       "397  4022  6.102550e+06  5.112648e+06  0.00  0  1118 03:55:59   拖网\n",
       "398  4022  6.102550e+06  5.112648e+06  0.00  0  1118 03:45:59   拖网\n",
       "399  4022  6.102550e+06  5.112648e+06  0.00  0  1118 03:35:59   拖网\n",
       "400  4022  6.102550e+06  5.112648e+06  0.00  0  1118 03:25:59   拖网\n",
       "401  4022  6.102550e+06  5.112648e+06  0.00  0  1118 03:15:59   拖网\n",
       "402  4022  6.102550e+06  5.112648e+06  0.00  0  1118 03:06:57   拖网\n",
       "403  4022  6.102550e+06  5.112648e+06  0.00  0  1118 02:55:59   拖网\n",
       "404  4022  6.102550e+06  5.112648e+06  0.00  0  1118 02:45:59   拖网\n",
       "405  4022  6.102550e+06  5.112648e+06  0.00  0  1118 02:35:59   拖网\n",
       "406  4022  6.102550e+06  5.112648e+06  0.00  0  1118 02:25:59   拖网\n",
       "407  4022  6.102550e+06  5.112648e+06  0.05  0  1118 02:15:59   拖网\n",
       "408  4022  6.102550e+06  5.112648e+06  0.00  0  1118 02:05:59   拖网\n",
       "409  4022  6.102550e+06  5.112648e+06  0.00  0  1118 01:55:59   拖网\n",
       "410  4022  6.102550e+06  5.112648e+06  0.05  0  1118 01:45:59   拖网\n",
       "411  4022  6.102550e+06  5.112648e+06  0.00  0  1118 01:35:59   拖网\n",
       "412  4022  6.102550e+06  5.112648e+06  0.00  0  1118 01:26:00   拖网\n",
       "413  4022  6.102550e+06  5.112648e+06  0.00  0  1118 01:16:00   拖网\n",
       "414  4022  6.102550e+06  5.112648e+06  0.00  0  1118 01:06:58   拖网\n",
       "415  4022  6.102550e+06  5.112648e+06  0.05  0  1118 00:56:00   拖网\n",
       "416  4022  6.102550e+06  5.112648e+06  0.05  0  1118 00:46:00   拖网\n",
       "417  4022  6.102550e+06  5.112648e+06  0.00  0  1118 00:36:00   拖网\n",
       "418  4022  6.102550e+06  5.112648e+06  0.00  0  1118 00:26:00   拖网\n",
       "419  4022  6.102550e+06  5.112648e+06  0.00  0  1118 00:16:00   拖网\n",
       "420  4022  6.102550e+06  5.112648e+06  0.00  0  1118 00:06:00   拖网\n",
       "\n",
       "[421 rows x 7 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[train['ship']==4022]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "show_path('拖网')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8XZvsNKyGURRUlcb/N5FDrkM577FuRZY/z5kFEB8xAEaCk5xHD0CA+7s3Zse+wwz7blUELTKKSVTk9Sjq/VFEuOe8hvz1sqZ8tWQLfUZOZ+f+w6Eyy0gwAqI+gYd/QNSnqMTjEICRwCT58s9s0axmeS5peQojp6w2ueAYIJryepwoD0BBuDEznX9f05o563/jmmFT2bLbfn9G4TiRqI/XmANgRAUny3V93/mNOHz0GC99vSJCFhnFIGx5PQpLKGL4Lml5CiNvaseabXvpNTSLddv3Fb9RIyEIFvVJ9svvRH2KS1zMAjCMk5FepTTXtK/Nu9PXmVxw9BOWvB5FSeoVqij+zo3SeOe2Duzcf5ieQ39k8c+7QtKuEb9s3pUj6lM/rTTLn7owZKI+EqIxAHMAjJghIBf8vMkFRzthyetRlKRexR0CCKZ1nYqMG5CJX4Ter2UxY82vIWvbiC9WbNlDh6cdUZ+zG6fx1X1nh7T97DwAcZIIyDBOSkAueILJBUc10ZTXI9TT+BtWK8v4QZmklUnhhhHT+Gqxpao2jmf2uhxRn+s61OGNfu1Dfoy4EgMyjILSv3N9ypdMzs6gZUQtUZHXI5Q9AAFqVSzFuIGZNKpWlv5vzeKDWRtCfgwjNvl6yWaufNUR9bnv/EY8fcWJRX2Ki8UAGAlF+ZLJ3HFOfb5btpWsldu9NsfIB1Wd63bXt1DVy1X1t1zb01V1m7usqnqHqtZX1eaqOjNUdoQrk1/lMim8278jHepW4r5x8xgx2aaoJjrvz1zPzW84P92/92zOXV3DJ+qTMwRQPMwBMGKOHLngJZav3Tgh4czkWyYlidf7teOCZtV58pPFPDfJfo+JSrCoz4g+GVzdrk5YjxcIArREQEbCEZALnmtywcZJCMcQQDApSX5evq4N17avwyvfrOTPH/3EUdMPSCge/fin40R9zju94KI+RcViAIyEJiAX/I/Pl1qudiNfwu0AAPh9wtNXNOOOc+rz7vR13PnObA4eMfGqRODW0TN409UpKYqoT3GxIQAjIQnIBa/Yssfkgo18iYQDAE6X7J+6N+GRi0/ns59+od/rM9hz8EhEjm14Q7cXvuPLxd6I+sSVHLBhFAWTCzZOxrEIdw7dcmZdnu/dkmmrf+XaYVPZvudgZA0wwo6q0uj/PmPZ5j2AI+pTvXxqZI0IxABYHgAjUTG5YONkRKoHIJgr29Ri2I1tWbZ5N72GZrFxx/6I22CEh2xRnyOhEfUpKqFKJmwOgBHTdKpfhbMaVuGVb1ew64CptRnH41VQftfTqvH2rR3YuucgPV/9keWbd3tjiBEyolLUx4YAjETngR5NTC7YyJOjHk7La5deifcHZHJUlV6vZTF73W8n38mISnYdyBH18ftCL+pTWEwO2DBcmtUsz8UtajhywSbXagThxRBAMKfVKMcHAztRvmQy1w+fxnfLCiZiZEQPm3cdoMXjjqhPvSqlWfl06ER9iooQyANQvHbMATDigsHdGjtywV+ZXLCRQzTk5alT2UkdnF6lNLeOnsF/5/1O58iIUlZuzRH16dIoja8Hn+2tQS6WB8AwgkivUpqr2zlywWu3m1yw4eB1D0CAqmVTGdu/I61rV+TusXN4K2uN1yYZJ2HOut/o+k9H1Ofa9nUYfXPoRX2Ki80CMAyXe7o2JMkv/PNzkws2HKIpK1/5ksm8eUt7ujapyiMfL+RfXy6z1MFRyjdLtnCFK+rzx/Mb8bcrwyvqU1gsD4Bh5KJquVRuPqMuE+ZtYuEmkws2wqsFUBRSk/0MvaEtPdvU4l9fLufxCQvDJlhkFI3xszbQ740ZADxzZXPuDqOoT1GJuyBAEakgIuNFZImILBaRTBF5zl2fLyIfiUiFoPoPicgKEVkqIt29tN2IHgZ0ceSCn51ocsFG8cVSwkGS38dzV7XgtrPqMjprLfe+Nzd7XrnhLa9+u4LB4+YBMLxPBte0D6+oj9dEjQMAvAhMVNUmQEtgMfAF0ExVWwDLgIcAROR04BqgKdADeFVEPJ6QaUQD5Usmc/vZJhdsOERLDEBufD7h4YtO58ELmjBh3iZufXMm+w5Z6mAveezjn7L/OHwwKJPzIyDqU1RyZgHEQQyAiJQDOgMjAVT1kKruUNXPVTVwVUwFarnLlwFjVfWgqq4GVgDRF6FheMJNndKpXs7kgg2Idp2ogV3q8/eezZmyfCvXj5jGjn2HvDYpIbl19ExGu9lEv/hDZ9qeWslji05CYAggTmIA6gFbgddFZI6IjBCR0rnq3Ax85i7XBNYHbdvglhnGcXLBny8yueBEJlp7AIK5ul0dXr2+LQs37qL3a1n8stNyWUSSHv/6ni8XO/eJrIfOpWG1yIn6FJV4SwWcBLQBhqhqa2Av8GBgo4g8DBwBxgSK8mgjzytdRPqLyEwRmbl1qyXhSBSualuLemmleW6SyQUb0U+PZtV54+Z2bNpxgJ5DfmTV1j1emxT3qCpNHvmMJb84aZrnPdqNGuVLemxVZIkWB2ADsEFVp7nr43EcAkTkJuBi4HrN6c/dANQO2r8WkGd2DVUdpqoZqpqRlpYWFuON6CPJ7+NP3Vy54DkmF5yoRNM0wJPRqX4VxvbvyIHDR+k1NIsFG2wmS7gIiPocOBwk6lMq8qI+RSWQiTAuhgBU9RdgvYg0dou6AotEpAfwAHCpqu4L2mUCcI2IpIhIXaAhMD2iRhtRT49m1WlZqzz/+sLkghOVWHIAwElrPW5gJqnJfq4dPpUfV27z2qS44+CRKBT1KSTZeQDiKBHQXcAYEZkPtAKeBl4GygJfiMhcERkKoKoLgfeBRcBE4A5VtTu8cRyOXHATNu08wNtTTS44EYnFINB6aWX4YFAnTqmQSt9RM5j4089emxQ37DpwmMb/54j6+ATPRX2KisRZECCqOtftqm+hqper6m+q2kBVa6tqK/c1MKj+U6paX1Ubq+pnJ2rbSFw6NXDkgl/+xuSCE4lQJUrxiurlU3l/QCZNa5bj9jGzGTt9ndcmxTxbgkR96lYpzaq/XeS5qI/XRI0DYBjhIiAXPPx7kwuOFF4n9vK7N/ZYGwIIpkKpEoy5tQNnNUzjwQ8X8Oq3K2KyRyMaWLV1D+1dUZ+zGlbhmygR9SkqcZcJ0DDCRUAueMRkkwuOIJ4m9vIFHIAYf2CWKpHE8D4ZXNryFJ6duJSnPllsqYMLydz1Ozg3W9SnNm/d0sFji4pPXCUCMoxwc58rF/zy1yYXHG6iIrFXiMZIo4ESST7+dXUrbso8lRFTVvOn8fM5bFNbC8Q3S7dw+Ss/APCH8xrxtytbeGxRaDA5YMMoBHVdueB3pplccAQIS2KvwuT08Eto/iFFCz6f8PilTfnDeY34YPYGBr09y2a2nITxszbQ73VH1OdvVzbnnvOiT9SnuNgQgGEUkLtdueDnvzC54DATlsRehcnpEYjsjqc/yiLCPec15K+XN+OrJVvoM3I6O/dbYGteDPl2Zbaoz7Ab23JtnIr6xM0sAMMIN9VcueCP55pccJgJW2KvghLoIo2FVMCF5caOp/Lva1ozZ/1vXDNsqsW15OLxCQv5+8QlAIwfmEm3ptU9tij05MxesBgAwygwAbng5yaZXHC4iIbEXoHbYzw6AACXtDyFkTe1Y+32vVw1JIt12/edfKcE4NbRM3njxzWAI+qTkR7loj5FJN60AAwjIgTkgr9dupWpq0wuOIx4mtgrMAQQp89/ADo3SmPMrR3YdeAwPYf+yOKfd3ltkqfEoqhPcbEhAMMoJCYXHH68TuyVHQMQ599v6zoVGTcgkySf0Pu1LGas+dVrkyKOqnLaIxMTStTH8gAYRhEJyAXPWWdywfFKYIw0EebMN6xWlvGDOpFWNoUbRkzjq8WJ85s+5or67HdnRMSaqE9RyckDULx2zAEwEpJgueBYzhZn5E28xwDkpmaFkowbkEnj6mXp/9YsPpi1wWuTws7BI0epFyTqs+KpC2JO1KeoWB4AwygGwXLBH8yO/5tlopEIMQC5qVwmhXdu60jHepW4b9w8RkyO39TXwaI+4Ij6JPkT73EWT2qAhhFRTC44fomXVMCFpUxKEqP6tuOCZtV58pPFPBuHcS7Boj6nVi7FmmcST9QnexKgDQEYRtEwueD4xefe2eLs2VcgUpL8vHxdG65tX4dXv13Jnz9aEDfDXLlFfb770zkeW+QNcScHbBheEJALfsXkguOKQJBUosQA5MbvE56+ohl3ntOAd6ev544xs2O+lytY1OeadvEh6lN0QtPjYQ6AkfDc370Jv5lccFwRiAGIkz++RUJEGNy9MY9cfDoTF/7CzW/MYM/BIyffMQr5NkjU597zGvJMz/gQ9SkuFgNgGMWkea3yXOTKBW/dfdBrc4wQ4AukAk5kD8DlljPr8nzvlkxb/SvXDpvK9j2x9Rv/YNYG+rqiPk9f0Zx7z2vksUXeY0MAhhFCBndrzKGjx3jp6+Vem2KEgEAQYKIOAeTmyja1GN6nLcs276bX0Cw2/BYbqYOHfreS+4JEfa7rEJ+iPoXFUgEbRggJlgu2vOqxT6j+IcUT5zapxtu3dmDbnoNcNSSLZZt3e23SCXl8wkKe+cwR9RkXp6I+RSVUsx7MATAMl3tcueB/fmFCQbFOok4DPBnt0ivx3oBMjqrSa2gWs9f95rVJedL/zRxRn8//0Jl2cSrqU1xsCMAwQkS1cqn0M7nguMCXQKmAC8tpNcrxwcBOVCiVzPXDp/Hdsq1em3QcF744OTtF948PnkujBBD1KSw5YsAWBGgYIWOgyQXHBYEeUosByJs6lUsxbmAm6VVKc+voGUyYt8lrk1BVmj46kUWuquHcR8/nlArxLepTVOIuCFBEKojIeBFZIiKLRSRTRCqJyBcistx9r+jWFRH5t4isEJH5ItLGa/uN+KB8yWQGmVxwzJOdCthjO6KZqmVTeW9AR1rXqcg9Y+fwVtYaz2wJiPrsPZQj6lOhVAnP7Il24lEL4EVgoqo2AVoCi4EHga9UtSHwlbsOcAHQ0H31B4ZE3lwjXunbKZ1q5VJMLjiGyY4BsCGAE1IuNZk3b25P1ybVeOTjhbzwxbKI/+YTWdSnuMSFHLCIlAM6AyMBVPWQqu4ALgNGu9VGA5e7y5cBb6rDVKCCiNSIsNlGnOLIBTdizrodfGFywTGJz4YACkxqsp+hN7ShZ5tavPjVch6bsDBisRO7TdSnSOTIAcdHDEA9YCvwuojMEZERIlIaqKaqPwO471Xd+jWB9UH7b3DLfoeI9BeRmSIyc+vW6Ap2MaKXXm1rUa+KyQXHKpIdBOixITFCkt/Hc1e14Laz6vJm1lrueW8uh46E9+Rt2XWA5q6oT51KiSnqU2QCMQDFbCZaHIAkoA0wRFVbA3vJ6e7Pi7x+JXmeC1UdpqoZqpqRlpZWfEuNhCDJ72Nw98Ys37KHD00uOObwSyAGwJy3guLzCQ9fdDoPXtCE/87bxK1vzmTfofCkDl69bW+2qM+ZDarw/f2JKepTVOItEdAGYIOqTnPXx+M4BJsDXfvu+5ag+rWD9q8FeB/GasQVFzSrTota5XnB5IJjjoAaoPUAFJ6BXerz957NmbJ8K9ePmMaOfYdC2v689Ts45x/fAnB1Rm3evjWRRX2KR1zMAlDVX4D1ItLYLeoKLAImADe5ZTcBH7vLE4A+7myAjsDOwFCBYYQKkwuOXSwRUPG4ul0dXr2+LQs37aLX0Cx+3rk/JO1+t2wrl7miPvd0bcjfrzJRn6KQM1QSHzEAAHcBY0RkPtAKeBp4BjhfRJYD57vrAJ8Cq4AVwHDg9sibayQCZ5hccExieQCKT49m1Rndrz0/7zzAVUOyWLV1T7Ha+3D2Bm4aNR2Ap65oxh/ON1GfohJvQwCo6lx3rL6Fql6uqr+p6nZV7aqqDd33X926qqp3qGp9VW2uqjO9tt+IXwJywSNMLjhmCPQA2PO/eGTWr8zY/h05cPgoVw3NYsGGomXIfO27lfzxfUfU57Ub23J9h1NDaWbCEXeJgAwjWsmWC55icsEFxevEXoFEQNYDUHya1SzPuIGZlEz2c82wLH5cua1Q+//lvwv5myvq8/6ATLqbqE/IiJdZAEYCEktJdu47vxEHjxzjZZMLLiieJvayRKabfuMAACAASURBVEChpV5aGT4Y1ImaFUvSd9QMJv5UsJCrgW/N4vUf1gAw6d7OtK9roj6hICcPQPHaMQfA8IzDR2Pn5lwvrYwjFzzd5IJPRjQk9gqMkdrzP3RUL5/K+wMyaVazHLePmc2709edsP5F/57MxIW/AI6oT+PqJuoTKuIxFbCRYBw+GltztO7p2hC/T3je5IJPRlgSexUmqZfPF5pMacbxVChVgrdv7UDnRmk89OECXv12xe/OsarS7LFJLNxkoj7hInsOQJxkAjQSkHBnGgs12XLB8zaxyL25GXkSlsRehUnqFUgEZDEAoadUiSSG98ngslan8OzEpTz1yeLs1MEBUZ89B50EQoufMFGfcGIxAEbMcijGegAABnauT9mUJJ6btMRrU6IZzxN7BRIBWQxAeEj2+3ihdyv6dkpnxJTVDB4/j32HjvxO1KdkCRP1CQs2C8CIdWKtBwCgfKlkbj+nAd8s3co0kwvOk2hI7BWqICkjf3w+4bFLTueP5zfiw9kbOf3RSdnbTNQnvEiIMgHYN2R4RqzFAAS4KdPkgguAp4m9smMAituQcUJEhGva1z6ubN5j3UzUJ8xk5wGIo0yARoIRi0MAACVLOHLBs9ft4MvFW06+QwLidWIvv3uDtCGA8LJ6217aP/VV9nqyX7j6tSy27D7goVUJhA0BGLHK4SOxe3POkQteYg+ZKMTyAISf+RtyRH16Z9RizTMXMapvO9b9uo+rhmSxdvtebw2MY0KjBGAOgOEhsdoDADlywcs27+GjORu9NsfITXaQlDkA4eC7ZVu59GVH1Ofurg159qqWAJzVMI0xt3Zg14HD9BySZbNlwkSohljMATA8I1ZjAAKYXHD0EpgGaI//0PPRnBxRnycvb8Yfc4n6tK5TkfEDM53hgGFZTF/9qxdmxjWmBWDEPLHuAATkgjfu2M+YaSfOimZEloAWgA0BhJZh36/kD+85oj5Db2jLDR3zFvVpULUs4wd1Iq1sCjeOnMaXizZH0syEwYIAjZgl1h0AcOSCz2zgyAXvNrngqEEsEVDIeeK/i3j60xxRnx7NTizqU7NCScYNyKRx9bIMeHsWH8zaEAkzE4KcTIDFa8ccAMMzYjEPQF7c36Mxv+49xPDJq702xXAJdJFaB0BoGPjWLEb94Py+CyPqU7lMCu/c1pGO9Spx37h5jJhsktqhwLQAjJjnYJw4AC1qVeCi5jUYMXmVyQVHCdkxANYDUGwueWlKtqjPD0UQ9SmTksSovu24sHl1nvxkMc9a/owQEJoYF3MADM+IJTXAk3FfN0cu+JVvVnhtioHFAIQCVaX545NYsHEnAHMeOZ+aRRT1SUny89K1bbiuQx1e/XYlf/5ogX03IcDEgIyYJR5iAALUSytD74zajJm21uSCowAbAigeAVGf3QdyRH0qli6eqI/fJzx1eTPuPKcB705fzx1jZtvsmSKSkwmweJgDYHhGvMQABLj3vIb4RHjhy2Vem5Lw5GgBmAdQWA4dORY2UR8RYXD3xjx68elMXPgL/V6fYcGzRSBUiZbNATA8I556ACBHLvg/czey+GdLgOIlAR0a6wEoHHsOHqHR/32WvR4uUZ+bz6zLC1e3ZPqaX7lu+DS27bHYmcIgIeoCMAfA8IxYzgSYH4O6BOSCl3ptSkKTnQrYegAKzNbdB2n2mKPoV7NCSdY8c1FYRX2uaF2L4X3asnzLbnoPzWLDbzZ0VlgsD4ARs8SyFkB+lC+VzKCzG/D1ki2WAc1LAjEA1gVQINZs20u7p74EILNeZX548NyIHPfcJtV4+5YObNtzkKuGZLFs8+6IHDfWics8ACKyRkQWiMhcEZnplrUSkamBMhFp75aLiPxbRFaIyHwRaeOt9UZhCQwBBCK244W+nUwu2GssFXDBmb9hB2e7oj692tbi3f4dI3r8jPRKvDcgk2Oq9Bqaxex1v0X0+LFIPOcBOEdVW6lqhrv+LPAXVW0FPOquA1wANHRf/YEhEbfUKBYBByDZH18OQMkSfu7p2ohZa38zuWCPCDiVlgnwxHwfLOpzbgOe69XSEztOq1GODwZ1okKpZK4fPo3vlm31xI5YISfItXjtRKMDkBsFyrnL5YFN7vJlwJuulvhUoIKI1PDCQKNoBBIBlQhDkJHX9MqoRV2TC/YMkdDcIOOZ/8zZSB9X1Oevlzfjj90ae2pP7UqlGD+wE+lVSnPr6BlMmLfp5DslOPE2DVCBz0Vkloj0d8vuBZ4TkfXAP4CH3PKawPqgfTe4ZcchIv3doYOZW7eaVxlNBHoASiRF28+w+CT7fQzuZnLBXhFffUqhZ/j3q7j3vbkADL2hDTfmI+oTadLKpvDegI60rlORe8bO4c2sNV6bFJVIiOSuo+3Oe4aqtsHp3r9DRDoDg4A/qGpt4A/ASLduXtf4786Gqg5T1QxVzUhLSwuX3UYROBTHPQDgyAU3r+nIBR88YglPIkm8xZWEkif/t4inPl0MwHv9O9KjWXR1nJZLTebNm9vTtUk1Hv14IS98scxiacJEVN15VXWT+74F+AhoD9wEfOhWGeeWgfOPv3bQ7rXIGR4wYoDsGIA47AEA8Ply5ILfnmpywZHEHIC8uX3MLEZMcUR9Jt57Fh3qVfbYorxJTfYz9IY2XNW2Fi9+tZzHJiy0GR15EDdDACJSWkTKBpaBbsBPOA/1Lm61c4Hl7vIEoI87G6AjsFNVf46w2UYxOJQdBBg1P8OQc2bDKpzRoLLJBUeYME5fj1kufXkKny5wRH2mPHAOTaqXO8ke3pLk9/HcVS3o37keb2at5Z735sZd9tCikjMEULx2kopvSsioBnzkBu8kAe+o6kQR2QO8KCJJwAGciH+AT4ELgRXAPqBf5E02isMhNw9APDsAAPd3b8Jlr/zA8Mmr+eP5jbw2JyEQiwI4jpZ/+Zyd+x0HdM4j5xc7r3+kEBH+fOFpVCpdgmc+W8LO/YcZekMbSpWIpkdX5AnV7ztqzqKqrgJ+NwdFVacAbfMoV+COCJhmhIl4DgIMpmXtClzYvDojJq+iT+apVCmT4rVJcU+c+5QF5tgxPS6v/+IneoQsr38kGdilPpVKleDBD+dz3fBpvN63Xcw4MeEgp4crvoIAjQQi2wGIszwAeXFft8YcPHKMl79ODLlgr5N6+WwMIKyiPl7Qu11thtzQlkU/76LXa1n8vHO/1yZ5TiLkATDilMMJEAMQoH5aGXpn1GLMtLWs/zVhcp57ltQr0R2ASIn6RJruTaszul97ftl5gKuGZLFy6x6vTfIEkwM2Yp5DRxMjBiDAPV0b4RPh+S8SVi44Ykm9Evn5H2lRn0iTWb8yY/t35MDho/QamsWCDTu9NinihCoGIDHuvEZUcvhIYsQABKhePpW+Z6Qnilywp0m9EnUa4NrtOaI+HetVipioT6RpVrM84wd1omSyn2uGZfHjim1emxRRQjULIDHuvEZUcuhofCcCyovbuzRIFLlgT5N6JeIQwIINO+ny3LcA9GxTi7H9M701KMzUrVKaDwZ1ombFkvR9fQafLUi8WeAmB2zELIcSrAcAHLnggWfXj3u5YK+TeiWaAzB5+VYueXkKAHed24B/9vZG1CfSVC+fyvsDMmlWsxx3vDObd6cnRsKtuJQDNhKLeFUDPBn9OtWlatn4lQuOhqReifT8/3juRm4c6Yr6XNaU+zwW9Yk0FUqV4O1bO9C5URoPfbiAV75ZEZfXVTCh+n1HTR4AI/FIpFkAwZQs4eee8xry8Ec/8dXiLZx3ejWvTQo1nif18ieIBzBi8iqe/MTJ6z/k+jZc0Dy68vpHilIlkhjeJ4PB4+bx3KSl/Lr3EA9feBq+uI0FcdUui9mKOQCGZwTkgBPNAQDonVGbEZNX8+ykJZzTpGpcBa1FQ1Kv+L3x5/DUJ4sYPtnJ6z+2f0c6Rmle/0iR7PfxQu9WVCxVgpFTVvPbvkP8vWeLuL6/xJsaoJFABHoAUhIoBiBAst/Hfd0asWzzHv5jcsEhJ96f/3eMmZ398P/snrMS/uEfwOcTHrvkdP54fiM+nL2RgW/NYv+h+FPiDFUHV+LdeY2o4XCC5QHIzYXNatC8ZnmeN7ngkBPPIwCXvTyFT9yI9ykPnMNpNaJb1CfSiAh3d23IXy9vxtdLt9Bn1LRsHYR4IVQ/78S88xpRwdFjie0A+HzC/T0as3HHfsaYXHBIiddZAK2e+Jx5buKbOY+cT62KpTy2KHq5seOpvHRta+au38HVr2WxZdcBr00KGYHETjYLwIh5kpPi82ZdEM5qmMYZDSrzsskFh5R4iqkAR9Qn/cFP2LHP+Y0seqJ7QovhFJSLW5zCqL7tWPfrPq4amsXa7Xu9NimkWB4AI+ZJpERAeXF/9yb8uvcQI9wxXaP4xFMPQF6iPokuh1sYzmqYxju3dWTXgcP0HJLFok2xn4XT8gAYcUMiJQLKi2C54G17DnptTlwQL4//eBX1iTStaldg/MBMkv3C1cOyYj4JlwUBGnFDovcAgCMXfCCB5ILDTTxMA9y2J0fUp0b51LgT9Yk0DaqWZfygTqSVTeHGkdP4ctFmr00qMgExIOsBMGKeRA0CDCZB5YLDRqwPAazdvpeMJx1Rn/Z1K5H1UFePLYoPalYoyfiBnWhSvSwD3p7F+FkbvDapWJgcsBHzJCf4EECAgFzwC4krFxwyYvnx/9PGHFGfK9vU5P0B8S3qE2kqlS7BmNs60rFeJQaPm8eIyau8NqnQ5KgBWhCgEeOUSDAtgPwIyAV/lBhywWElVmcBTFm+jYtfckR97jinPs/3buWxRfFJmZQkRvVtx4XNq/PkJ4vjVpfjZJgDYHiODQHkMKhLfcqmJPGP+JcLDiuxGAPw8dyN3DByGgBPXNaUP3Vv4rFF8U1Kkp+Xrm3DdR3qMOTblTz04QKOuNlJo53sHoBitmN3XsNzEn0WQDAVSpVg4Nn1+WrJFmasie1IZS+Jtef/iMmruGfsXABevb4NfTLTvTUoQfD7hKcub8Zd5zZg7Iz13PHObA4cjqGsnPESBCgia0RkgYjMFZGZQeV3ichSEVkoIs8GlT8kIivcbd29sdoIBdYDcDzZcsGfJWa3ZCiQGIoCePrTxdmKfmP7d+TCBFX08woR4b5ujXn04tOZtHAz/V6fEfVJubIzAcZZIqBzVLWVqmYAiMg5wGVAC1VtCvzDLT8duAZoCvQAXhURv0c2G8XEHIDjCcgFz1z7G18t3uK1OTGJL0Z+Une+M5th3ztBaCbq4y03n1mXF65uyYw1v3Lt8KlRnZMjUbQABgHPqOpBAFUN3A0vA8aq6kFVXY2jI97eIxuNYmJ5AH5P74za1K1SmucmLc3WTDAKjj8GpgFe9soP/G++I+oz+X4T9YkGrmhdi+F9MlixZQ+9h2ax4bfonJKbMwugeO1E051Xgc9FZJaI9HfLGgFnicg0EflORNq55TWB9UH7bnDLjBgkkbUA8iMgF7x0826TCy4C0R4E2PqJz5m3fgcAsx85n9qVTNQnWjinSVXevqUD2/YcpOeQH1m2ebfXJuVLPAUBnqGqbYALgDtEpDOQBFQEOgJ/At4XZ/Ajr6s7z3MhIv1FZKaIzNy6dWuYTDeKg/UA5M2FzWrQrGY5kwsuAtH6+A+I+vwWJOpTyUR9oo6M9Eq8PzATVeg1NItZa3/z2qTjCFWMS9TceVV1k/u+BfgIp0t/A/ChOkwHjgFV3PLaQbvXAjbl0+4wVc1Q1Yy0tLRwfgSjiNgsgLzx+YQHejQxueAiEI09ALlFfZabqE9U06R6OT4Y1IkKpZK5YcQ0vl0aPfE4cTUEICKlRaRsYBnoBvwE/Ac41y1vBJQAtgETgGtEJEVE6gINgele2G4UH+sByJ8zG1ShU31HLnjPwSNemxMzRFsMwN48RH0s+DX6qV2pFOMHdqJuldLcOnomH8+NjuG4bDXAOJkFUA2YIiLzcB7kn6jqRGAUUE9EfgLGAje5vQELgfeBRcBE4A5VtT7SGMVuhPkj4vQC/Lr3EMO/j72UpV4RTVoA2/YcpKkr6lO9nIn6xBppZVMYO6AjbU6tyL3vzeXNrDVem5RNcXsAoqL/SVVXAS3zKD8E3JDPPk8BT4XZNCMCmBbAiWlZuwIXNHPkgm/MPJUqZVK8NinqiZbn67rt++j83DcAtHfHlY3Yo1xqMm/e3J4735nDox8vZPueQ9x7XkPvHDmTAzbiBRsCODmDu5tccGGIhh6AnzbuzH74X9m6pj38Y5zUZD9Db2hDr7a1ePGr5Tz68UKOeTRFN1sOuJjt2J3X8JxkEwM6KfXTytCrbezIBXud2dNrMaBgUZ/bz67P81ebqE88kOT38exVLRjQuR5vTV3L3WPncOhI5PUDsv1bUwM0Yh0bDy0Y95zXMNbkgj3L7Onl83/CvE3Zoj5/ubQp9/cwUZ94QkR46MLTeOiCJvxv/s/cMnoG+w55E6BrPQCGkSDUKF+Svp0cueAlv8SkXHDEMnt65VOOnLKau9+dA8Ar17Xhpk7p3hhihJ0BXerzbM8W/LBiG9cNn8Zvew9F7NiJkgrYMIwgBp1dnzIpSTw3MerlgkOe2bMwSb28iAH426eL+ev/FgHw7m0duaiFifrEO73b1WbIDW1Z9PMuer2Wxc8790fkuNliQPGQB8AwjIJRoVQJBnaJCbngkGf2LExSr0jHANz17hxec6dpfnr3WWTWN1GfRKF70+qM7teeX3Ye4KohWazcuifsx8wJAbAYAMNIKG4+I/rlgsOV2bOgRLIH4PJXfuC/8xxzJ99/DqefYqI+iUZm/cqM7d+Rg0eO0mtoFvM37IjIcS0GwDASjJIl/Nzd1ZEL/npJ9KQnDZBImT3b/vUL5pqojwE0q1mecQM7UaqEn2uHTeXHFdvCdqxQ+bfmABhGDHJ1u9qkVy7FsxOjUi7Y88ye4R4CCIj6bHcDv0zUxwCoW6U0HwzqRK2Kpej7+gw+W/BzWI6TnQfAYgAMI/Fw5IIbs3Tz7qjJTx5AVVepakv31dTN2omqHlLVG1S1maq2UdWvg/Z5SlXrq2pjVf0s/9YLRjgdABP1MU5EtXKpvDegI81rleeOd2bz7vQwCHkFxICK2Yw5AIYRo1zU3JEL/ufnJhecm3CFAJioj1EQKpQqwdu3dKBzozQe+nABr3yzIizxOhYEaBgJis8n3N/dkQt+Z5rJBQcTKr30YIJFfaqWTTFRH+OElCzhZ3ifDC5vdQrPTVrKk58sDlnqYIsBMAyDsxq6csFfm1xwMKEeAli3fR8ZT34JQLv0ikx/+LyQtm/EJ8l+H8/3bkXfTumMnLKawePmcfho8VMHWyIgwzAQEe7v0YTtew8xYrLJBQfwh/CfebCoz+WtTmHcwE4ha9uIf3w+4bFLTue+8xvx4ZyNDHxrFvsPFW/IzhIBGYYBQCtXLnj496vYtueg1+ZEBRKiO9sPK3JEfQadXZ9/XdM6NA0bCYWIcFfXhvz18mZ8vXQLfUZNY+f+w8VuV4sZBmgOgGHEAfd1a8z+w0d55RuTC4bQdJH+d94mrh/hiPo8fsnpPGCiPkYxubHjqbx0bWvmrt/B1a9lsWXXgSK1Y0MAhmFk06BqGXpn1GbM1HUxIRccboobAzBqymruckV9Xr6uNX3PqBsKswyDi1ucwqi+7Vj36z6uGprF2u17C91GYITLhgAMwwAcuWAReOHLmJELDhvFSQX8t88W84Qr6vPObR24uMUpoTLLMAA4q2Ea79zWkd0HDtNzSBYLN+0s1P7ZiYCKaYc5AIYRJ2TLBc+JWblgz7n73Tm89p0TTPnJ3WfSqX4Vjy0y4pVWtSswbmAmyX7hmtemMm3V9kK3YT0AhmFkE5AL/sekqJcLDitFGQK48tUfmBAk6tP0lPKhNsswjqNB1bKMH9SJtHIp9Bk1nS8XbS7QfpYHwDCM3xGQC/5ycdTLBYeVwk4DzHjyC2avc0R9Zv3feSbqY0SMmhVKMn5gJ5pUL8uAt2cxftaGAu9rswAMwziOfmekkxblcsHhxlfAHgBVR9Rn254cUZ/KZVLCaZph/I5KpUsw5raOZNarzOBx8xj+/YlzesRlEKCIrBGRBSIyV0Rm5to2WERURKq46yIi/xaRFSIyX0TaeGO1YUQXpUokcU8UywVHC4ePHqPuQybqY0QHZVKSGNk3gwubV+epTxfzTAQc+KhyAFzOUdVWqpoRKBCR2sD5QHDC8wtwdMMbAv2BIRG10jCimCiXC/acvQeP0PBhE/UxoouUJD8vXduG6zrUYeh3K3nwgwUcySN1cKi0LmLlF/8CcD/Hz3q4DHjT1ROfClQQkRrFOciBw0fZuGM/uw8cTtiuUyM+iGa5YK/ZHiTqk2aiPkaU4fcJT13ejLvObcB7M9dzxzuzOXD4+NTBOUMAxXtORVt/lwKfi4gCr6nqMBG5FNioqvNyXaQ1gfVB6xvcsp+DK4lIf5weAurUqXPCgzd7bBJHQvRvKdkvlEtNpnzJZMoFXqlJ7nsy5UomZW8vn8f2Ekmx4psZ0cpFzWsw9LuVPP/FMi5qUYOUJL/XJnnOuu37svP6tz21Ih8Msrz+RvQhItzXrTGVSpfgL/9dRL/XZzCsT1vKpiY72916xf2fGm0OwBmquklEqgJfiMgS4GGgWx5183LZf3c6VHUYMAwgIyPjhKfrxWta8/Sni9m1/zC7i6msdviosn3vIbbvPVSsdopKmZQkypdMpmxqUpCDkeN4lAs4HsHb3fUyKUn2jygO8PmEB3o0oc+o6bwzbR39Ejyb3cJNO7no305e/8tancKLltffiHL6nVGXiqVKMHjcPK4dPpU3+rWnSgiDVKPKAVDVTe77FhH5COgC1AUC//5rAbNFpD3OP/7aQbvXAjYV5/gXtajBRS2KNYqQzcEjR9l94Ai79h9ml/u+033tOnCYXfuPuO8523cFbT98tHiu3Z6DRzyTh032i+tcJFM2t5PhOiHlSyZn15/40y9ULZdC1bIppJVNsX+qIeSshlXIrOfIBffKqE2ZlKi65CPGjyu2cZ2b139gl/o8eIHl9Tdig8tb16R8yWQGjZlFr6FZvHlze06pUBIofibAqLkbiEhpwKequ93lbsATqlo1qM4aIENVt4nIBOBOERkLdAB2qurPebXtBSlJflLK+EPqrRWUY8eUvYeO/M6x2BnsbAQ5ITvdOgFnpLiOw+GjyrY9h7KnVp2MgW/PKtbxCkLZ1CSqlk2hatlUqpZLIa2M42wc9yqTQsVSJQo8hSwWEBEeuKAJl7/yAyMmr+Le8xp5bVLE+e+8Tdl5/R+75PSE7wkxYo9zmlTl7Vs6cPMbM7hq6I+Mvrk9EF9DANWAj9x/+knAO6o68QT1PwUuBFYA+4B+YbcwRvD5hLKpyZRNTaam6ylGkuDejxM5Hu9MW3fyxkLE7gNH2H3gCCu3Fl54o7j4fZLtcFQtm+I4IGVTs52OQHla2RRSk0Pf+9GqdgV6NHXkgm/seGrCzXMPPPxfurY1l7S0vP5GbJKRXon3B2bSZ+R0eg/NAoqfCEgSKdo9IyNDZ86cefKKRsxy9JiyY98hNu86yJbdB9i6+yBb9xx03gOvPQfZsuugZ0MkkaZsahK7DziftU2dCnx4+xknrC8is4Kn4UYjBbmW0x/8JELWGIZ3rHnmohNuP9H1HE09AIZRbPw+oXKZFCqXSeF0ykX8+PsOHWHr7oNs2Z3L6Qg4HrsPsGWXsz1SBB7+QHa623DjDtftBo4CR3Ll9RgMPAekucN5AryI06O3D+irqrMjYqhhJDDmABhGCClVIolTKydxauXSET/20WPK9r2/dzoCy1t2HeSSVhHtAj9HVbcFFxQgqVcHnKReHSJlZLSR7Bd8IiT5hCS/D7/PWff7IMnnI8kv+EXwZ293tA98Pncfn7OP3yc5bflzygNt+X2+PI7llPsDx/P7so+V7M85hi/4+HlsD7bB73PsTfLnrCf7fPjcz+Nz7U9Oymkrya1ns5HCizkAhhEn+H3iBDmWTfXalBMRSOr1cVBZdlIvYKqIVBCRGsUN6j1Z16hhJDqWbcYwjHAQSOo1y03GRXBSr1x180vqZRhGGLEeAMMwwkHIk3oVJqunYRgnx3oADMMIOcFJvYDcSb3WkJPUqzoFTOqlqsNUNUNVM9LS0sL8CQwj/jEHwDCMkCIipUWkbGAZ51//DFWtqqrpqpqO89Bvo6q/ABOAPq7Ed0eiLKmXYcQrNgRgGEaosaRehhEDmANgGEZIUdVVQMuT1EkPWlbgjjCbZRhGLhIqE6CIbAXWhqHpKsC2k9aKPmLR7li0GWLL7lNVNaoH2cN4LReFaPxuzaaCEY02QWjtyvd6TigHIFyIyMxoT52aF7FodyzaDLFrt3FyovG7NZsKRjTaBJGzy4IADcMwDCMBMQfAMAzDMBIQcwBCwzCvDSgisWh3LNoMsWu3cXKi8bs1mwpGNNoEEbLLYgAMwzAMIwGxHgDDMAzDSEDMATAMwzCMBMQcgCIgImtEZIGIzBWRmW5ZJRH5QkSWu+8VPbZxlIhsEZGfgsrytNFNwfpvEVkhIvNFpE2U2f24iGx0z/dcEbkwaNtDrt1LRaS7RzbXFpFvRGSxiCwUkXvc8qg/30bBEBG/iMwRkf+56yIiT4nIMvd7vzuoPCLfbR42dRWR2e41MkVEGrjlKSLynmvTNBFJD5M9Bb4vRvg85WXXcyKyxD32RyJSIah+2O8pedkUtG2wiKiIVHHXw3euVNVehXwBa4AqucqeBR50lx8E/u6xjZ2BNsBPJ7MRJw3rZziqbB2BaVFm9+PA4Dzqng7MA1JwhGZWAn4PbK6Bk9ceoCywzLUt6s+3vQr8Hf8ReAf4n7veD3gT8LnrVSP93eZh0zLgNHf5duCNoOWh7vI1wHthsqfA98UIn6e87OoGJLnLfw+yKyL3lLxscstrA5NwklxVCfe5sh6A0HEZMNpdHg1cXaCRsQAAIABJREFU7qEtqOr3wK+5ivOz8TLgTXWYClQQkRqRsfR48rE7Py4DxqrqQVVdjZNLvn3YjMsHVf1ZVWe7y7uBxTh69lF/vo2TIyK1gIuAEUHFg4AnVPUYZKseQoS+23xsUqCcu1yeHEXF4N/heKCriOQlwRwOovIaUNXPVfWIuzoVR4EyYJeX95QXgPs5Xg47bOfKHICiocDnIjJLHI1ygGrqKpi571U9sy5/8rOxJrA+qN4GtyyauNPt/holOcMrUWe3273aGphGbJ9vI4d/4dyUjwWV1QeuFpGZIvKZiDR0yyP13eZl063ApyKyAbgReCa3Te5DbydQOQw2Fea+GMlrIC+7grkZ5x92JO36nU0icimwUVXn5aobNpvMASgaZ6hqG+AC4A4R6ey1QcUkr38D0TQ/dAjODbcV8DPwT7c8quwWkTLAB8C9qrrrRFXzKIum8224iMjFwBZVnZVrUwpwQJ10rcOBUYFd8mgmpN/tCWz6A3ChqtYCXgeej5RNLoW5L0byGsjXLhF5GDgCjImwXXnZ9DDwaB51w2aTOQBFQFU3ue9bgI9wuog2B7pl3Pct+bfgGfnZuAFn7ClALXK6Dz1HVTer6lG3u3U4OV1yUWO3iCTjPPzHqOqHbnFMnm/jOM4ALhWRNcBY4FwReRvnO/zArfMR0MJdjsR3m5dNnwAtVXWaW+c9oFNum0QkCWd4oKDDbAWmkPfFiF0D+diFiNwEXAxcr+5ge6TsysOmLjgxB/Pc77UWMFtEqofTJnMAComIlBaRsoFlnGCSn4AJwE1utZuAj72x8ITkZ+MEoI8bbdoR2BnotosGco13XYFzvsGx+xo3yrku0BCY7oF9AowEFqvq80GbYvJ8Gzmo6kOqWksd+eJrgK9V9QbgP8C5brUuOAF4EIHvNi+bcMaJy4tII7fa+TixKAGbAr/Dq9zPEOpeicLeFyNyDeRnl4j0AB4ALlXVfUG7hP2eko9NM1S1qqqmu9/rBpzA4l8I57kKVTRhoryAejhRovOAhcDDbnll4CtgufteyWM738XpLj/s/phuyc9GnC6mV3AiXhcAGVFm91uuXfPdi6FGUP2HXbuXAhd4ZPOZOF1y84G57uvCWDjf9irU93w2ORH3FYBP3O8vC+ffd8S/21w2XeEecx7wLVDPLU8FxuEEtE0PlIfYjkLdFyN1nk5g1wqccfXA9To0aJ+w3lPysylXnTXkzAII27myVMCGYRiGkYDYEIBhGIZhJCDmABiGYRhGAmIOgGEYhmEkIOYAGIZhGEYCYg6AYUQJInKXK0CyUESezafO78SS3PJWIjI1IC4iIidNXyoiLUQkyz3eAhFJDdVnMQwjbwpynbv1jhN7ClW7wSQV1GjDMEKDiJwN9FXVvkFl5+DM5W6hqgdFJL9U0m8AL+MI0QTzLPAXVf1MHLXEZ3GmiOVnQxLwNnCjqs4Tkco4Uy8NwwgBxbzOAe7ByeVQ7gR1itJuNtYDYIQEEbnT/ed5UETeyLXtVnGkLPeIyEQROSVo22dueeB1SEQWuNuqisi7IrJJRHaKyA8i0iHCHy1SDAKeUdWDcJy4zHFo/mJJeQrBuElHRonIDPffxGVunW7AfHXzjqvqdlU9GrqPY8QqbhKckSKyVkR2u7+bC4K2dxVHSnefODLYpwZt+4c40r+73Tp9crWtIrI36HoPFjNKBAp0nUveYk+ISFsR+U4cDYFJkpMkrUDt5sYcACNUbAKeJCcnOgAi0gV4Gsc7rQSsxkn2A4CqXqCqZQIv4EecpCUAZYAZQFt339HAJ+Lk3I83GgFniaPX/p2ItCvk/vcCz4nIeuAfwENu+cM4md/aAee4dUq7x1P3JjJbRO4P0ecwYp8knCQ5XXCcyUeA90UkXRyN+g/dskrATJy0wwH2Ape4+90EvCginTielkHX/K3h/ShRR0Gv89+JPYmTbvwl4CpVbYtzr32qkO0ehw0BGCFB3fz3IpJBjrQmODeDcaq60N3+V2CjiNRX1ZXBbYijpHcWjtY6qrqKHEETgGEi8g+gMZBbCCXqEZFpOCIyZYBKIjLX3fQAzrVYEUfvux3ODbeeFjxT1yDgD6r6gYj0xklNfB7OP/1LRWSwWy8VqOMe70z3WPuAr0Rklqp+VdzPacQ2qroXeDyo6H8ishrHEa8MLFTVcQAi8jiwTUSaqOoSVX0saL9pIjIZyMRx7BOC4l7nEiT25A4jBGgMNAO+EEfN2Y+TNZWCtJsX1gNghBvheDWrwHKzPOr2ASaro8P9+4ZEWgElcNJ4xhyq2kFVW+HItk5Q1VbuaxJO2uMP1WE6judfpRDN34TzzwycHpRAEKAAPYOOVUdVF7vH+05Vt6mTC/1ToE3xP6URb4hINZx/mAuBpjgpbIFsZ2GlW557v5I4D6OFuTZ9LyK/iMiHrtMfV4TgOs9PgEpwnK9Ae81VtZu7T5HuH+YABCEij4vIRnEiqee6wVS569R2x70WixNteU/Qtkoi8oU7BvaFuLr1ItJEnGjrg0H/xE5mSwkRGSYiy9yxtJ6h+6QR5VOgtzgR5yVx5C4VKJVH3T44QW6/Q0TK4WgC/EVVd4bJVi/JFpcRR9ClBLCtEPtvwumyxW1nubs8CbhL3L8MItI6qLyFiJQSJyCwC7CoWJ8gigjBtXzS/fNor46IfO62tygeHm5ut/MYYLSqLsH5V5v7+tsJlM1j96E4zsKkoLIuQDrQBOc3+z/395conPQ61/wFqJYCaSKS6e6fLCJNC9puXiSsAyAiZ0uuYDWXF4I8rE/z2H4EuE9VT8PpbrlDRE53tz0IfKWqDXGELx50y38F7sYZmy0oD+N0AzUCTge+K8S+UYPbpfwYjnTqWhyRi904Hms2InImUB0Y///s3Xd4VMX6wPHvpAcIoUMKqYReEnoNICglKqAIeNXLVRSv5arXilzEAmq8NvT+LMEuFkBRUSkqCITeQ69JFpJQAgmEkGQ3W+b3x9kUYnp2s5tkPs+TJ7tnzzk7KXP2PTPvzJQ8hzVw+AXYJqV81c5FdpRPgTChDe9bDEyXUkohhL8QovD/UAjxLdriM52EEKlCiBnWl+4D3hRC7EPLuZhp3T4PcAf2W889D0BKeQmte2Un2mIoe6SUK+z+U9qBnepyZY4v6Uvgdev5+uOcS4JXmhDCBS3ozgcetm6+yl+z0pui1enix76O1so3pXgztJQyXkqZL6W8jJblHgp0sc9P4JQqVc9LI6XMR1vN8TVrPU+gaMnnUs9bUWEaUuRlE1JbhvGs9XG2EOIIEIB29zSBoqFXX6CtyPWMNSMzXQgRU/J8Qog70YIDD2A78KA1G/setCgZKaWFqt0NOhUp5Xtoq1kVRKdzKFrSt8B0tCasq8U3CiE80aLbNOB++5fW/qSU69H+N4pvywfuLGXfM2grCxY8v72Mc25C66MtuT2PMn5vUsqv0IYCNkgV1OVSCSFcgVi0eu4JvCeljLMGDm5Syj+s57ta1jnqAmuL0SdAW2C8lLJgiOghipb3LVjONpxizfxCiBeBccBwKeWVCt5Kcm0XYb1Rk3pe1jmklAlAdCn7lXreijTYFoByPCyE2C+0oVPNy9vR2sQXhfbBDdDWelEpuLiUOxZTCNEFmAoMsfYZmYE7hBDNrLvME1qG9nfWfjinJYRwE9pEMq6AqxDCq2CbEKK70AQBC4F3rHegBcd6A7dRovnf2vz4PZAH/N0aCClKZdWkLpd1/Ay09dj7ofVv3ye0deM7ApeF1q+9VwjxujVYqKs+QLszv8kaRBb4EeguhLjVWt/nog0nPQoghHgW+BtwvZQyo/gJhRDdhDZhlavQRvK8iRbYH6mFn0cpjbTjWtXO+IVWwRPQEskyKVoPegxatOuKFhi9DHxaznmaoGWi31Js2+US+1wq8fwF4Mlizx9G6wcrKMMx6z6t0CLjW637PQ4scvTvroLf6wvWMhf/egFt3fT9aMODzgGvAq4ljr0drXtAlNg+3HqeXLSmx4KvYY7+edWX47/sXJdLPR4tID1e7L2S0UZaTEbrCw9Da1ldBsxw9O+omr/XYGu905eod3dYXx8NHEULzNcDIcWOlYChxHGzra9dZ73G5aB1j/wERDj6523IX8L6h2lwRCmzNJV4PQT4VUr5l2x1653pr8BvUsq3im0/BoyQUp4V2gQN66WUnYq9/gJwVUr5hvX5vwB/KeWzJc4v0CqOj5TSIoRoD6yWUv4l01ZRGjp71OWyjhdCLAMWSi2ju/g+A9EmYhlhfX4XMFBK+VC1fihFqQWqC6AYUTSrEsAk/tpPXbxv7EgpF4yfKeofmw4sr+At1wKThXXaRqGNIgiWWlT2C0X5BKOoRxnaimJvNa3L5Rz/G/CANXBACNHR2g++E2guhGht3e86VJ1VnJxKArzWf4U21lyiZavfDyC0qWs/llKORxujeRdwQBRN8DBbalnCsWgTMMwATqP1ayOEaIc2Y1ZTwCKEeAzoKqU8LISYA/xuzbg1Ag+hNYc/AywSQiwALmCdHEdRlEqpaV0u9Xi0qVlDgD3WAOICMFFKaRbaEN+11u27gY/s/lMqSg002C4ARVEURWnIVBeAoiiKojRAKgBQFEVRlAaoQeUAtGrVSoaEhDi6GIri1Hbv3n1RStm64j0dR9VlRamc8upzgwoAQkJC2LVrl6OLoShOTQhxytFlqIiqy4pSOeXVZ9UFoCiKoigNkNMEAEKIZkKI74W28t0RIcQgUfbqekII8a4Q4qR1qk61jKmiOBFVnxXF+TlNAAC8gzbbXWegF9r80GWtrjcOiLB+zUSbt1pRFOeh6rOiODmnCACEttZ7NNqsXMii5SInoK2qh/X7ROvjCcCXUrMNaFZi5i5FURxE1WdFqRucIgBAW0DjAvCZdSWtj63Ta5a1ul4AkFLs+FTrNkVRHE/VZ0WpA5xlFIAb0Bv4l5RyuxDiHYqaB0tT2vrRpU5pKISYidasSFBQUJULlpKZy7D/rqvycXWVl7sLjT3caOTpio+nOz5ebjT2dMPHS/tq7FHw2J1GHq74eLnT1MuNRp5uNLY+9/Fyo5GHK9qMqEoDZJf6XNO6rNRvQ2L/5P7hYfx9UIiji1JnOEsAkAqkSikL1uL+Hu2CcV4I4Vdsdb30Yvu3L3Z8INqyun8hpVyItgY9ffv2rfK8xzuSM6t6SJ2mN1rQG/PJyAFttU+lrvBydykMwIoCtaLHLi6Ccd396BfS3N7BmV3qc03rslK/pV3OY+7yQyoAqAKnCACklOeEEClCiE5SymMUrX53GG1VvViuXV3vZ+BhIcRiYACQVdC0aGuhrRuX+drReWPxcnet9rn1RjPZehM5BhNXDSau6I3kGMxcNRjJ1mvbcgwm7bH1+TXbDdr2PKO52mVQ6g8teDNwIdtQ5j6fbdZxfP44PNzsFwA4c31WFKWIUwQAVv8CvhZCeABJaKvfuVDK6nrASmA8cBLIxY4r5RmMFgC+vW8gfYKb03HOqsLXOj+3GoAjL43F26PqgYCXuyte7q609vG0TWGVWmG2SPKMZmtQVhSsFQRphY/zi4K3gkAuuzCoM3LVYMJorv0bWQ+3Wkn9ccr6rChKEacJAKSUCUDfUl4aVcq+Em3ZXLvTm7S7a093FzzcXNDFxmA0W+jxwm/orcFBl7laIHDwxTE08XSaX6liJ64ugiaebta/tZeji/MXGVcNfLH1FIu26riUa6RPcHPujw5j5qLdtVYGZ63PiqIUUZ9WFTBYm9e93Iru8N1dXTg6bxwms4W+L6/hcq4RgO7P/wbA/hduoKmXe+0XVmnQTmXk8PHGZJbuSsFgsnB917bcHx1G35AWji6aotiV2aK1pKm846pRAUAFDCbtLt/L/a/Npm6uLiTMvQGLRTI49k/OXdED0POF3wFImHs9zRp51F5hlQZpf+pl4uKTWHXgLG4uLkyKCuC+6FA6tPFxdNEUpVYYzdp12sPVWUa21w0qAKiAvqAFoJxkPxcXwbbZo7BYJKPe2kDyxRwAIl/6A4Ddc0bTsonq51dsR0pJ/ImLxG1IZEtiBj6ebsyMDufuISG0bep83RKKYk8FN2q1lN9Sb6gAoAIF/fyelfjHcnERrHtyBFJKxr2zkaPnsgHoM38NADv+M4o2PurirFSf0Wzh1/1niNuQxNFz2bRr6sXs8Z25vX8QPqrbSWmg8k2Vv04rRVQAUAGDqeIWgJKEEKx+LBopJZPe30JCymUA+r+8FoBtz46ina8KBJTKyzGYWLwzhU82JnEmS09Emya8cVsvbu7lr+56lAYvX3UBVIsKACpQlRaAkoQQ/PTQEACmLdzKtiRtUqGBr2qBwKZnRhLYvJGNSqrURxeyDXy+JZlFW09xRW+if2gL5k/qzoiObXBxURlPigJFLQAqGK4aFQBUQG804+YicKthZLl45iAApn+6gw3HLwAw9DVtiuENT40guGXZEw4pDU/Shat8tDGZZXtSMZotjOnajpnDw+gd1NzRRVMUp6MCgOpRAUAF9EZLjWb7K+mLe/oD8M9Fu1l96BwAw19fD8DaJ4YT3rqJzd5LqXv2nr5E3IYkfjt8DndXFyb3CeTeoaGEqf8LRSmTCgCqRwUAFTCYzKUOAaypD+/qA8Bji/fyU4I27fmoNzcA8Ntj0XRqp4ZwNRQWi2TdsXTi4pPYkZxJUy83HhrRgemDQ9QskYpSCflmLVdL5QBUjQoAKqA3WvB0s10LQEkLpkWxYFoUs5btZ/FObUXUMQviAVjxyFC6+fva7b0Vx8o3WViekMbC+CROpF8loJk3c2/sytR+7WmsZpRUlEpTwwCrR11lKqA3mfG0QwtASbG39iT21p48v/wgX2w9BUDMu5sAWP7QEHq1b2b3Mii1I1tv5Nsdp/l0k45zV/R0bufDgqmRxPT0w13dwShKlRV1AdjvZq0+UgFABQxGyzXTANvbixO68+KE7ryy8ggL45MAmPDeZgCWPTCIPsFqWte66vwVPZ9t1vH1tlNkG0wMDm/Ja5N7Eh3Ryt7L8ypKvVYYAKgAukpUAFABe+UAVGT2+C7MHt+FN347xv+tOwnArR9sBWDxzIEMDGtZ62VSqudkejYL45P4cW8aZotkXA8/7o8Oo2dg7bXqFMyVrij1UcE8AGoioKpRAUAF9EazXXMAKvLkmE48OaYT/1t7gjf/OA7AtIXbAFg0oz/DIlo7rGxK+XbpMvlwQxJrjpzHy92F2/sHce/QMIJa1v7cDwXrVChKfaRGAVSPCgAqYDBZaNLY8b+mf42K4F+jIvgoPomXVx4B4K5PdgDw6T/6cl3nto4snmJlsUjWHDlPXHwSu09donkjdx4dFcHfBwU7dD2IUxk5DntvRbE31QVQPY7/ZHNyeqPZpvMA1NR90WHcFx3GF1t0PP/zIQDu+XwXAB/e2Yex3ds5sngNlsFk5sc9aSzcmETShRwCm3vz4s3duK1vII08HF/NUjJzHV0ERbGbwqmAVQtAlTj+yuTktGGAzvdPNX1wCNMHh/DN9tPM/vEAAP/8ajcA/7s9ipt6+TuyeA1GVp6Rr7ef4rPNOi5kG+jm35R3b49ifPd2NZ490pZOZagAQKm/VBdA9agAoALO1gJQ0t8GBPG3AUF8vzuVJ7/bB8C/vt3Lv77dy5u39eLWPoEOLmH9dOZyHp9uSubbHafJyTczLKIVC6ZGMji8pVNm9KsAQKnP1DwA1aMCgAoYTLadCtheJvcJZHKfQJYnpPHo4gQAnvhuH098t4/YW3owrX+Qg0tYPxw7l01cfCI/J5xBAjf29GNmdJjTT9h0WnUBKPWYygGoHhUAVEAbBVB3/qkmRAYwITKAVQfO8sDXewCY9cMBZv1wgJcmdOPvg0IcW8A6SErJ9uRM4jYksu7YBbzdXblzYDAzhobSvkXdWM1RBQBKfaZyAKpHBQDlkFJiMFnwrAMtACWN6+GHLjaGNYfPc++XWpLg3OWHmLv8EHNiunDvsDAHl9D5mS2S3w+d48P4JPalXKZlYw+euL4jdw4MpnljD0cXr0qy8owA+KgphpV6qKAFoC7drDkDdTUoR0G/kiMmArKV0V3boouNYcPxC0z/VBs2OH/FEeavOMJTYzrx0MgODi6h89EbzXy/O5WPNyahy8gluGUj5k/szuQ+gXWiO6g8jpiDQFHsTSUBVo8KAMphMBZElXX7og8wvGNrdLExbEm8yN8+2g7A678d4/XfjvHIqAgev76jg0voeJdz81m09RSfb9GRkZNPr0BfPrijNzd0a4eri/Ml9lVHSMvGji6CoticygGoHhUAlENv0paYrMstACUNDm+FLjaGnbpMbvtQm1r43bUneHftCe6PDuPZ8V0cXMLal3opl082JbNkZwq5+WZGdmrN/cPDGRDawikz+muiruQsKEpVqByA6lEBQDkKWgBqczGg2tIvpAW62BgSUi4z0brYUFx8EnHxSfxjcAgv3NzNwSW0v8NnrrAwPpFf9p9FADdH+jMzOozO7Zo6umh2E6QCAKUeUl0A1aMCgHIUtQDUvwCgQGT7ZuhiYziYlsWN/9OWH/58i47Pt+i4vX97Xr2lp4NLaFtSSrYkZvDhhkQ2nrhIYw9X7hkSwt1DQvFv5u3o4tldiMoBUOohg+oCqBYVAJRDb9QCgIaQWdo9wBddbAxHz11h7IKNAHy7I4Vvd6RwS1QAb02NdHAJa8ZktrDq4Dni4hM5mHaFVk08eXpsJ+4YEIyvt7uji1drVBeAUh8VdAG4N4BrtS2pAKAc+oIugHrcAlBS53ZN0cXGcDI9m9FvxQPww940ftibxvge7Xj/jj4OLmHV5OWb+W53Ch9tTCIlM4+wVo2JvaUHE6MCGtTftYCfr5eji6AoNpdvba31VC0AVaICgHIY6mESYGV1aOODLjaG5Is5jHxjPQArD5wjZNYKruvchk//0c+xBaxAZk4+X2zR8eVWHZdyjfQOasacmK5c36UtLvUko786nGl9AkWxFZUDUD0qACiHvh4NA6yu0FaN0cXGkJKZy7D/rgPgz6PphMxaweDwlnxz30AHl/BapzNy+XhTEkt3paA3WhjdpS3/HB5G35AWji6aoih2okYBVI/TBABCCB2QDZgBk5SyrxDiBeA+4IJ1t9lSypXW/Z8FZlj3f0RK+Zuty1SQA9AQWwBKat+iEbrYGM5czmNw7J8AbEnMIGTWCqKCmvHDA4MdOmTuQGoWcfGJrDxwFlcXwaSoAGZGh9GhjY/DytSQlVGfWwBLgBBAB0yRUl4S2j/OO8B4IBf4h5RyjyPKrdRNRpMEVABQVU4TAFiNlFJeLLHtbSnlG8U3CCG6AtOAboA/sEYI0VFKabZlYYpmAmy4LQAl+TfzRhcbQ/oVPf1fWQvA3tOXCX12JV38mrLykaG1FghIKYk/cZG4DYlsSczAx9ON+6LDuGdIKG2bqr5uJ1CyPs8C1kopY4UQs6zPnwHGARHWrwHAB9bvilIphS0AqourSpwtAKisCcBiKaUBSBZCnAT6A1tt+SYNaRRAVbVp6oUuNoaLVw30nb8GgCNnrxD67EpCWzVm7ePD7dbXbjRbWLH/LB9uSOTouWzaNvXk2XGduX1AEE29Gk5Gfx00ARhhffwFsB4tAJgAfCmllMA2IUQzIYSflPKsQ0qp1DkqB6B6nCkAkMDvQggJxEkpF1q3PyyE+DuwC3hCSnkJCAC2FTs21brNpgoDANUCUKZWTTzRxcZwKSefqHl/AJB8MYew2Svx8/Vi8zPX2SwQyDGYWLwzhU83JZN2OY+INk14fXJPJkQGqIrvfEqrz20LPtSllGeFEG2s+wYAKcWOLajP1wQAQoiZwEyAoCC1vLVSxKACgGpxpgBgiJTyjPWi8IcQ4ihaU+A8tIvJPOBN4B6gtE8UWdpJa3LRqA+LAdWW5o090MXGkJVnpNeLvwNwNktP2OyVNG/kzq4511d7Pv0L2Qa+2KJj0bZTZOUZ6R/SgpcmdGNkpzYNOqPfyZVWn8tSqfpsDSIWAvTt27fU+q40TEXDANXNWlU4TQAgpTxj/Z4uhPgR6C+ljC94XQjxEfCr9Wkq0L7Y4YHAmTLOW+2LhsFoRgjVr1QVvt7u6GJjyNYb6fGCFghcyjUSPnslnm4uHHxxDO6V/H0mX8zho41JfL87FaPZwpiu7Zg5PIzeQc3t+SMoNlBafQbOFzTtCyH8gHTr7pWuz4pSGjUKoHqcIgAQQjQGXKSU2dbHNwAvlegHnAQctD7+GfhGCPEWWhJgBLDD1uXSmyx4urnUuwVhaoOPlxYI5Oab6DpXG6BhMFmI+M8qAI7PH1dmZd17+hIL45NYfegc7q4u3No7kPuGhRLWukmtlV+pvrLqM1q9nQ7EWr8vtx7yM1pX32K05L8s1f+vVIXKAagepwgAgLbAj9YPWjfgGynlaiHEIiFEJFpzoA64H0BKeUgIsRQ4DJiAh2w9AgC0FgA1AqBmGnm4oYuNQW800/m51YXbO87RAoGj88bi5e6KxSJZfzydDzcksSM5k6Zebjw4Ipzpg0No46My+uuYsurzTmCpEGIGcBq4zbr/SrQhgCfRhgHeXftFVuoyi7Vtt74s211bnCIAkFImAb1K2X5XOce8DLxsz3LpjZZ6uRKgI3i5u6KLjcFgMtNpTlEgUBAUBLVoxOnMXPx9vXjuxq5M7deeJp5O8e+pVFE59TkDGFXKdgk8VAtFUxSlGHWFLYfeZMZTJQDalKeb619GDQCczswFYNWj0fg2UkP5FEVR7E19upVDbzSrFgAbS7+i57XVR4l+XZtWuH+JKXp7vfQ7IbNWkK03OqJ4iqIoDYZqASiHwWRRQwBt5GT6VT6KT+LHvWmYLBbG9fDj/ugwegY2A8BskQx4ZS0XrxoACkcQ7Jt7g2oRUBRFsQMVAJRDbzQ36IWAbGH3qUw+3JDEH4fP4+nmwtR+7bl3WCjBLRtfs5+ri2DXnNGU+jAEAAAgAElEQVRYLJLo19eReikP0FoEAPY8dz0tGnvUevnrgyuqNUVRlFKoAKAceqMFHy/1K6oqi0Wy5sh5FsYnsevUJZo1cueRURFMHxRMyyae5R7r4iLY9Mx1SCm54e14TqRfBaC3NV9g539G09qn/HMo10qx5lcoiqIUpz7dymEwWWithgFWmsFk5qe9acTFJ5F0IYeAZt68cFNXpvRrTyOPqv2rCSH44/HhSCm5+f82cyAtC4B+L2vrDmyfPUot+FNJKgBQFKU0KgAoh8FoVgsBVUJWnpFvtp/m083JXMg20M2/Ke/eHsX47u1wq+EsikIIfvnXUKSUTInbyk7dJQAGWFci3DzrOgKaedf4Z6jPdBkqAFAU5a9UAFAOvZoIqFxns/L4dFMy3+5I4arBxLCIVrw9JZIhHVrafPZEIQTf/XMwAHd+vJ1NJ7VVZofE/glA/FMjCWrZyKbvWV+cVi0AiqKUQgUA5VCjAEp37Fw2C+OTWJ6QhgRievgxMzqM7gG+tfL+X92rLRV/7xc7WXNEm06+YFjhn08MV1MGl6C6ABRFKY0KAMqh5gEoIqVkR3ImcfFJ/Hk0HW93V+4cGMyMoaG0b+GYO++Pp/cD4KFv9rBivzZ1/HVvbgDgj39HE9HWxyHlcja6jBxHF0FRFCekAoBy6E2WBj8ToNki+f3QOeLik0hIuUyLxh48fn1H7hoYTHMnGZb33t96897f4PGlCfywJw2A69/WFpJc+cgwuvo3dWTxHC4lM8/RRVAUxQmpAKAMRrMFs0U22BYAvdHMsj2pfBSfhC4jl+CWjZg3sTu39Ql02ryIt6ZE8taUSGb/eIBvtp8GYPy7GwH4+eEhhZMONVTtW6hkSUVRiqgAoAwG6/KSzvphZy+Xc/P5atspPt+i4+LVfHoG+vL+Hb0Z061dnVlp65VJPXhlUg9e/OUQn23WAXDz/20G4IcHB9M7qLkDS+c4ISUmX1IUpWFTAUAZ9EZtdeGG0gWQdjmPTzYms3jnaXLzzYzo1Jr7o8MZGNbC5hn9teX5m7rx/E3diF11lA83JAJwy/tbAFgycyADwlo6sni1zlG5GoqiOCcVAJShIACo710Ah89cYWF8Ir/sP4sAbu7lz33RYXTxqz/95rPGdWbWuM4sWHOcBWtOADB14TYAvr53AEM6tHJk8WpNkAoAFEUpRgUAZSjoAqiPLQBSSrYmZvBhfBLxxy/Q2MOVuweHcM/QUPzr8aQ6j43uyGOjO/L++pP8d/UxAO74eDsAn93dj5Gd2jiyeHYXouZJUBSlGBUAlKGwC6AetQCYzBZWHzpH3IYkDqRl0aqJJ0+N6cSdA4Ib1Ip7D47owIMjOvDxxiTmrzgCwN2f7QRg4V19uKFbO0cWz25KLsCkKErDpgKAMuiNBUmAdb8FIC/fzHe7U/h4YzKnM3MJa9WYV2/pwaSogAaX5FjcvcPCuHdYGIu26nhu+SEAZi7aDWhDC2N6+jmwdLancgAURSlOBQBlMJisOQB1+AMyMyefL7fq+GKLjku5RqKCmjF7fBeu79q2zmT014a7BoVw16AQluw8zTPLDgDa5EIPfQMLpkYyMSrAwSW0jSaeqrorilJEXRHKYDDW3WGAKZm5fLwxiSW7UtAbLYzu0ob7h4fTN7h5nc3orw1T+wUxtV8QP+5N5d9L9gHw2JIEHluSwH9v7cmUfu0dXEJFURTbUQFAGYpyAOpOF8CB1Czi4hNZeeAsri6CiZEBzIwOU1PiVtGkqEAmRQXy6/4zPPzNXgCeXrafp5ftZ97E7tw1MNjBJVQURak5FQCUoa5MBCSlZOOJi8TFJ7L5ZAZNPN24b1gYdw8JpZ2vl6OLV6fd2NOfG3v689uhc9xvzQ147qeD2teNXZkxNNTBJVQURak+FQCUoXAeACdNAjSaLaw8cJYPNyRx5OwV2vh48uy4ztw+IIimXg0no782jOnWDl1sDOuOpnP359pogXm/Hmber4d5ZmxnHhgR7uASKoqiVJ0KAMrgrMMAcwwmluxM4ZNNyaRdzqNDmyb8d3JPJkT6O11Z65uRndugi41h04mL3PmJNn/Aa6uP8trqozw2OoLHRnd0cAkVRVEqTwUAZdCbnGsY4MWrBr7YouPLrafIyjPSP6QFL03oxshObXBRGf21amhEK3SxMWxPyiicUXDBmhMsWHOCB0eE8/TYzg4uoaIoSsVUAFCGglEAjr6r1l3M4aONSXy/O5V8s4UburZlZnQ4fYIb5oI2zmRAWEt0sTHsPnWJWz/Q1hh4f30i769P5J4hocy9qauDS6goilI2FQCUQW8y4+4qHDZePiHlMgvjE1l18BzuLi7c2ieAe4eFEd66iUPKo5StT3BzdLEx7Eu5zIT3tFUHP92czKebk7ljQBAvT+rh4BIqiqL8lQoAyqA3mmt9ISApJeuPXeDDDYlsT86kqZcbDwwP5x9DQmjjozL6nV2v9s3QxcZw+MwVxr+7EYCvt5/m6+2nmdwnkDdu6+XgEiqKohRRAUAZDCYLnrU0BDDfZOGXfWdYGJ/EsfPZ+Pl6MSemC9P6B6nZ2+qgrv5N0cXGcPx8Nje8HQ/A97tT+X53KjE9/Xjvb70dXEJFURQVAJRJbzTbPQHwqsHE4h2n+WRTMmez9HRq68NbU3pxUy9/3F2dI/lQqb6ObX3QxcaQeOEqo97cAMCK/WdZsX8Fo7u05ePpfR1cQkVRGjKnCgCEEDogGzADJillXyFEC2AJEALogClSyktCm9P2HWA8kAv8Q0q5x1ZlMRgtdpsFMP2Kns+26Phq2ymy9SYGhrXglVt6MKJjazVVbz0U3roJutgYTmfkEv36OgDWHDlPyKwVDItoxaIZAxxcQvsQQrgCu4A0KeWNQohQYDHQAtgD3CWlzBdCeAJfAn2ADGCqlFLnoGIrSoPhjLeZI6WUkVLKgtujWcBaKWUEsNb6HGAcEGH9mgl8YMtCGExmm88CmHjhKrOW7Wfoa+uI25BIdERrlj80hMUzBzGyUxv14V/PBbVspM0j8MzIwm0bT1wkZNYKJn+wBSmlA0tnF48CR4o9fw1421qXLwEzrNtnAJeklB2At637KYpiZ07VAlCGCcAI6+MvgPXAM9btX0rtqrlNCNFMCOEnpTxrizfVGy02CwB2n8rkww1JrDlyHg9XF6b0C+TeoWGEtFLrszdEgc21QOBclp6Br64FYNepS4Q+u5LuAU355eGhNgsGzRbHBBVCiEAgBngZeNzaYncd8DfrLl8AL6AF7hOsjwG+B/5PCCFkPYyIFMWZOFsAIIHfhRASiJNSLgTaFnyoSynPCiHaWPcNAFKKHZtq3XZNACCEmInWQkBQUFClC6I3mmvUBWCxSNYeTSduQyK7Tl3C19udf43swN8Hh9CqiWe1z6vUH+18vdDFxnAh20C/l9cAcDDtCqHPrqRDmyb88e/oGgcC567obVHU6lgAPA0UrETVErgspTRZnxfUVyhWl6WUJiFElnX/i8VPWN26rChK6ZwtABgipTxj/ZD/QwhxtJx9S7sy/uWOwRpELATo27dvpe8o9CYzTb2rPqe+wWRm+d4zxMUnknghh4Bm3jx/U1em9G1PY5XRr5SitY8nutgYMq4a6DNfCwROpl8l9NmVBDTzZuPTI6s92+Opizm2LGqlCCFuBNKllLuFECMKNpeyq6zEa0UbqlmXlfpNNRRVn1N9Ikkpz1i/pwshfgT6A+cLmvaFEH5AunX3VKD4Au2BwBlblcVgtFRpFMAVvZFvtp/m003JpGcb6OrXlHemRRLTww83ldGvVELLJlogcDk3n8iX/gAg7XIeYbNX0rKxBzv+M7rKE1Odzsy1R1ErMgS4WQgxHvACmqK1CDQTQrhZWwGK19eCupwqhHADfIHM2i+2Uhflm7VZWz3UdbbKnOY3JoRoLITwKXgM3AAcBH4Gplt3mw4stz7+Gfi70AwEsmzV/w9aC0BlpgE+l6XnlZVHGPzqn8SuOkrHtj4smtGfFY8MZUJkgPrwV6qsWSMPdLEx7H/hhsJtGTn5hM9eSbe5qzFZL3iV4YgAQEr5rJQyUEoZAkwD/pRS3gGsAyZbdytZlwvq+GTr/uq2TqmUfOu6LR52GrVVnzlTC0Bb4Edrn6cb8I2UcrUQYiewVAgxAzgN3GbdfyXaEMCTaMMA77ZlYfQVtAAcP5/NwvgkliekYbZIYnr6c390GN0DfG1ZDKUBa+rlji42hhyDiW7P/wZATr6ZDv9ZhYuAo/PGVXjRO5XhkBaAsjwDLBZCzAf2Ap9Yt38CLBJCnES785/moPIpdZAKAKrPaQIAKWUS8Je5UqWUGcCoUrZL4CF7lcdg/GsLgJSSnbpLxG1IZO3RdLzcXbhjQDAzhobSvkUjexVFaeAae7qhi40hL99Ml7mrAbBI6DhnFQDH5o8ts7XKQV0AhaSU69FG7hTU8f6l7KOnKLBXlCpRXQDV5zQBgLPRmyx4WlsAzBbJH4fPERefxN7Tl2nR2IN/j+7IXYOCadHYw8ElVRoKbw9XdLEx6I1mOj+3unB7pzna46Pzxv5l6KqjAwBFsTfVAlB9KgAohcUiyTdZEAi+2X6ajzYmkXwxh6AWjZg3sTuTewfi7eHYZYKVhsvLXQsE8k2WwlYAoDAoOPzSGBp5aFU7K88IQPNGVR/Roih1gdGsAoDqUgFAKbIN2lDlDzckXrP9dGYuz/10kOd+OmjT9xMCvN1d8XRzwcvdVXvs7oqXuwve7q54WR97FTx2c8XbwwUvN+tzD1e83FzwtB6rHV90rKebC94eroXPHbXEsWJbHm4u6GJjMJotdH/+NwzWO6Guc7V8gQPFkgiDVBeVUk8dPZcNaENnG5IP1idyS+8A2jat/kqxKgAoxaWc/Fp9PykhN99Mbr4ZMNbqeys14+Hqgqd7UeB2TaB2TVB37XYvdxdrIFf0WAvkrIFf4eOigM7TzaXUiYHcXV04Nn8cJrOFPvPXFN7193jh98J9gluqWSeV+kVKyVfbTvHc8kOF2+YuP8js8V1sPo27Mym+uNhrq4+ii42p9rlUAFCKgn+eWeM6MyHSH4PRgt5kJi/fjN762GA0k2e0Pi/2uGC7wWghr+CxSdun6KvoGIPRUpjEotQ9+Wbt75etN1W8swOpXBWlPjlzOY9nlu1n44lrJovky62n2JqYwYJpkXTzr38jsobE/kna5bzC5/FPjSxn74qpAKAUeqMZgDY+nvj5eju4NEpVmC0SQ0GwZg288vJLBmEWa8CmfRlMFmtwZ0ZvKnrdUDxQKxYAFj+/o+bar6pZ4zo7ugiKUmNSSpbtSePFnw9hlpKXJ3XnVEYuC+OTAPjynv48+d0+Jr23hafHduKeIaHVnkXTmaRf0dP/lbXXbKvJnX8BFQCUoqAvtT43I9VXri6CRh5uhUlwDYWUkm1JmcTFJ7L+2AW83V2Z1r89M4aGEthc9f8rdd+FbAOzfzzAH4fP0z+kBW/c1ouglo2Y/eOBwn2iO7Zm9WPRPLNsP/NXHGH9sQu8cVsv2vlWv5/c0e74eBubT2YUPl/2wGD6BDe3ybkb1lWykgpaAGqyGJCi1AazRfLboXPEbUhkX2oWLRt78OQNHblzYDDNGqlmf6V+WHXgLP/56SBXDSbmxHTh7iGhhcnMV0t0v7Vo7MHCu/qweGcKL/1ymLHvxBN7Sw/GdvdzRNGrLVtvvCaPB2xz11+cCgBKURAAqBYAxVnpjWa+353KRxuTOJWRS0jLRrw8qTu39g5U/7dKvZGVa2TuzwdZnnCGHgG+vDWlFxFtfa7Z56rhr/k3Qghu7x/EgNAWPLo4gX9+tYepfdsz96audWJRtqe/38fSXamFzz+Z3pdRXdra/H2c/zfhAEVdAKoFQHEul3LyWbTtFF9s0ZGRk0+vQF9m3dGbG7q1U8M7lXpl3bF0Zi3bT8bVfP49uiMPjgzHvZTZ/kq2ABQX1roJyx4YzII1x/lgQyLbkzNYMC2KyPbN7Fn0ajOYzIUTexWw9V1/cSoAKEVRF4C6k1KcQ0pmLp9sSmbJzhTyjGZGdmrN/cPDGRDaotShgYpSV101mHh5xWG+3ZFCx7ZN+GR6v3LXWMkupQWgOA83F54e25nojq15fEkCt36whX+PjuCBER2cKmh++4/jvLP2ROHz2Ft6MK1/kF3fUwUApdCrFgDFSRw6k8XC+CR+3X8WAUyIDGBmdBid2vlUeKyi1DXbkjJ48rt9pF3O4/7hYTx+fccKb8SuGio3d8rAsJaseiya//x4gDd+P0788Yu8NbWXw5NkLRZJ2OyV12xLemV8rYxeUAFAKQyqBUBxICklm09mEBefyMYTF2ns4co9Q0K4e0go/s3UsFSl/tEbzbz+2zE+3ZxMUItGfHf/IPqGtKjUseV1AZTk6+3O/26P4rrObZi7/BDjFmxk/qTuTIgMqG7Ra+Sb7aevGcXw+PUdeWRURK29vwoASlHQAuCpWgCUWmQyW1h5UMvoP3TmCq19PHl6bCfuGBCMr7eay1+pn/alXObxpQkkXsjh74OCmTWuc5WG8ZaWBFgeIQS39A6kX0gLHluSwKOLE/jzaDrzJnanqVft1DMpJaHPXnvXX96qnvaiAoBSGNQoAKUW5eab+G6XltGfeimPsNaNee3WHkyMClCtUEq9lW+y8L8/T/D++kTa+Hjy1YwBDI1oVeXzGM3aZFxVXQyofYtGLJk5kPfXJ/LO2hPs0l1iwbRI+lWy5aG6fj90jpmLdhc+v71/EK/e0sOu71kWFQCUonAUgLr4KnaUcdXAF1tPsWirjku5RvoEN2fujV0Z3aVtvZi9TFHKcvTcFR5fso/DZ69wa+9A5t7UtcatXE2qMbzPzdWFR0ZFMDSiFY8tTmBq3FYeGtmBR0ZFlDrioKZCZq245vmBF27Ap5ZaHUqjAoBS6I1mXAS4u6qLsGJ7pzJy+HhjMkt3pWAwWbi+a1vujw6rdJ+notRVZoskLj6Rt/84jq+3Owvv6sMN3drZ5NzVCQAK9A5qzspHh/HCz4f4358niT9xkQVTIwltZZtFtHafyuTWD7YWPo/u2Jov7+lvk3PXhAoASqE3mvF0c1XDqxSb2p96mbj4JFYdOIubiwuTogK4LzqUDm1URr9S/yVfzOHxpQnsPX2Z8T3aMX9iD5suUlWTAKDg+Ddu68XITm2Y/eMBYt7dyPM3dWVK3/Y1+iwoede/4z+jaOPjHFMTqwCgFHqjRQ0BVGxCSkn8iYvEbUhkS2IGPp5uzIwO5+4hITVax1tR6gqLRbJo2yleXXUETzdX3pkWyc29/G1+g9XEyzYfZzE9/egd3IzHl+zjmWUHWHf0Aq/e0oPmVQxWTpzP5vq34wufh7RsxPoart5nayoAKIXBZFYJgEqNGM0Wft1/hrgNSRw9l027pl7MHt+Z2/sHObTPT1FqU+qlXJ7+fj9bEjMY0ak1r93a026Br48Np/j18/Xm63sH8NHGJN74/Rhj37nEW1MiGdKhckmK/V9eQ3q2ofD5uidH2Kw7wZZUAFAKvdGiFgJSqiXHYGLxzhQ+2ZjEmSw9EW2a8MZtvbi5l3+Vs5QVpa6SUvLd7lRe+uUwUkpib+nB1H41a0qviK1aAAq4uAjuHx7OkA6teHTxXu74eDv3DQvlyTGdyhydczYrj0Gv/nnNNntO5VtTKgAohd6oWgCUqrmQbeCLLToWbTtFVp6R/qEtmD+pOyM6tlEZ/UqDkp6tZ/YPB1hzJJ0Bodqyve1b2H+2vZrmAJSle4Avv/5rGC+vPMxHG5PZdDKDd6dF/mVRoskfbGHXqUuFz396aIjTrjlQQAUApTCYLHiqAECphKQLV/loYzLL9qRiNFsY07UdM4eH0TvINut1K0pd8uv+M8z56SB5+Waeu7Erdw8OqbUA2NYtAMV5e7gyf2IPRnRswzPL9nPj/zbxn5gu3DUwmCt6E71etO+yvfaiAoBSaKMAVHOtUra9py8RtyGJ3w6fw93Vhcl9Arl3aChhrZs4umiKUusu5eQz9+dD/LLvDL3aN+PN23rRoU3t1gVb5gCUZXTXtqxqP4ynvtvP3OWHmLv80DWvf353P0Z0amP3ctiKCgBKoTdZ1NSryl9YLJJ1x9KJi09iR3ImTb3ceGhEB6YPDqG1j6eji6coDvHn0fM8s+wAl3LyefKGjvxzeDhudphEpyL26gIoqY2PF3F39aHzc7W3bK+9qACgFAajGS91QVes8k0WlieksTA+iRPpV/H39eK5G7sytV/7WrvoKIqzydYbmf/rEZbsSqFzOx8+v7sf3fzLXrbX3prU0uia1387ynvrEv+yfe7yg8we36VO5Y+pq1cpVA6AAtoF7tsdp/l0k45zV/R0bufD21N7cWNPf7tME6oodcWWxIs89d1+zmbl8eCIcB4dHeHwdSvsHYybLZLwEsv2Jr86HoPJwuu/HeOTTclsSczgnWmRDg2EqkIFAKXQG814qRyABuv8FT2fbdbx9bZTZBtMDA5vyWuTexId0UrNDqk0aHn5Zl5bfZTPt+gIbdWY7/45mD7BzpHw6mPHJMBFW3U8V6y//5mxnXlgRDigLRr33I1dGdGpNU8s3cfE9zbz1JhO3Ds0zOlHAKkAoBRqGGDDdDI9m4XxSfy4Nw2zRTKuhx/3R4fRM9C5h/IoSm3Yc/oSTy7dR9LFHP4xOISnx3aq0rK99maPFoDSlu098fK4UlsAh0W0ZvVj0Tz7w35eWXmUDccv8OZtkbTzdd4ZP53nr+dEDCY1EVBDskuXyYcbklhz5Dxe7i7c3j+Ie4eGEdTS/mOXFcXZGUxm3l17gg/WJ+Ln68039w5gcCVnxKtNth4GuOrAWR74ek/h8+mDgnlxQvdyj2nR2IMP7+zDkp0pvPjLYca+E8+rk3owroefTctmK04VAAghXIFdQJqU8kYhxOfAcCDLuss/pJQJQmuHfQcYD+Rat+8p7ZxVJaVULQANgMUiWXPkPHHxSew+dYnmjdx5dFQEfx8UTMsmKgG0JoQQXkA84Il2jfleSvm8ECIUWAy0APYAd0kp84UQnsCXQB8gA5gqpdQ5pPDKNQ6fucLjSxM4ei6bKX0DmXNjV5o66VTWthwGWHIBn0MvjqFxJc8vhGBa/yD6h7bgsSUJPPD1Hqb0DeT5m7pV+hy1xblKA48CR4CmxbY9JaX8vsR+44AI69cA4APr9xozmiUWiVoMqJ4ymMz8uCeNhRuTSLqQQ2Bzb168uRu39Q10qubMOs4AXCelvCqEcAc2CSFWAY8Db0spFwshPgRmoNXdGcAlKWUHIcQ04DVgqqMKr4DJbCEuPokFa47j6+3Bx3/vy+iubR1drHLZogVge1IGUxduK3w+uktbPp7et1rnCmvdhGUPDGbBmuO8vz6RHcmZLJgW5VSzAzrNFU8IEQjEAC+jXSjKMwH4UkopgW1CiGZCCD8p5dmalsNgMgM4PKNVsa2sPCNfbz/FZ5t1XMg20M2/Ke/eHsX47u0cMma5PrPWy6vWp+7WLwlcB/zNuv0L4AW0AGCC9THA98D/CSGE9TxKLUu8cJUnlu4jIeUyMT39mD+he5VXwnME7xq22pa86989Z3SNWwPdXV14akxnoiNa8/jSfdz6wRYeGxXBgyM74OoECYJOEwAAC4CngZKLo78shJgLrAVmSSkNQACQUmyfVOu2vwQAQoiZwEyAoKCgCguhN1oA1QJQX5zNyuPTTcl8s/00OflmhkW0YsHUSAaHt1QZ/XZk7c7bDXQA3gMSgctSSpN1l4I6C8Xqs5TSJITIAloCF0ucs0p1Wakai0Xy+RYdr60+ireHK/+7PYqbevk7uliVVt36fPTcFcYu2Fj4vFNbH377d7StigXAgLCWrHx0GM/9dJA3/zhO/IkLvDUlslbWSCiPUwQAQogbgXQp5W4hxIhiLz0LnAM8gIXAM8BLQGl/6VLvFqSUC63H0rdv3wrvKPRGawuAygGo046d0zL6lyekIYEbe/oxMzqszozPreuklGYgUgjRDPgR6FLabtbvlarPVa3LSuWlZOby1Pf72JaUyXWd2xB7Sw/a2GnZXmcS+dLvXM41Fj7f+PRIu30o+3q78+7tUVzXuQ1zfjrI+Hc2Mm9idyZGBVR8sJ04RQAADAFuFkKMB7yApkKIr6SUd1pfNwghPgOetD5PBdoXOz4QOGOLghhMBS0AKgCoa6SUbE/OJG5DIuuOXcDb3ZU7BwYzY2iowyPthkpKeVkIsR4YCDQTQrhZWwGK19mC+pwqhHADfIFMR5S3oZFSsnRXCvN+PQLAf2/tyW19A+t961ja5TyGxBYt2+vh6sLxl8fVyntPjAqgT3Bz/r0kgceWJLDuWDovTejukOnnnSIAkFI+i3a3j7UF4Ekp5Z0F/frWrP+JwEHrIT8DDwshFqMl/2XZov8firUAqGGAdYbZIvn90Dk+jE9iX8plWjb24InrO3LnwOA60XdZ3wghWgNG64e/NzAaLbFvHTAZbSTAdGC59ZCfrc+3Wl//U/X/29/5K3pmLdvPumMXGBTWkv9O7tkgAuUJ/7eJfalZhc9//ddQugfUbstg+xaNWDxzIO+vT+SdtSfYpbvE21Mj6R/aolbL4RQBQDm+tl5MBJAA/NO6fSXaEMCTaMMA77bVGxYkAaoWAOenN5r5fncqH29MQpeRS3DLRsyf2J3JfQLV38+x/IAvrHkALsBSKeWvQojDwGIhxHxgL/CJdf9PgEVCiJNod/7THFHohuTnfWd47qeD6I1mnr+pK9MH1d6yvY5yOTefyJf+uGabIxfwcXN14ZFREQyLaMVjSxKYtnArD4wI57HRHWttqnGnCwCklOuB9dbH15WxjwQessf7FyYBqhYAp3U5N59FW0/x+RYdGTn59Ar05f07ejOmWzunyKxt6KSU+4GoUrYnAf1L2a4HbquFojV4mTn5PLf8ICv2nyWyfTPenNKL8AawhBGTyicAACAASURBVPXD3+zh1/1FjcRf3zuAIU4ymVFUUHNWPDKMl345xHvrEtl04iILpkUR2qqx3d/b6QIARyscBqjuIJ1O6qVcPtmUzJKdKeTmmxnZqTUzo8MZGNai3vdZKkpNrTl8nlk/HCArL5+nxnTi/uiwej8EVm8014lle5t4uvHfyb0Y0akNz/5wgJh3N/L8TV2Z0re9Xa9tKgAoQQ0DdD6Hz1xhYXwiv+w/iwBujvRnZnQYnds1rfBYRWnoruiNvPTLYb7fnUrndj4smtGfLn71v+68uvIIcfFJhc/fmRbJhEjHZdxXxvgefkQFNeOJpft4ZtkB/jyaTuwtPe2Wy6QCgBIKkgC91ERADiWlZEtiBh9uSGTjiYs09nDl7sEh3DM0FP9m3o4unqLUCZtPXuSp7/Zx7oqeh0d24JFREXjU8+5Nk9lCh/+sumZb8qvj60wroZ+vN1/NGMDHm5J4/bdjjH0nnjdvi2RohO27LFQAUELBMEBP1QLgECazhVUHzxEXn8jBtCu0auLJ02M7cceAYIcMk1GUuig338Rrq47yxdZThLVqzLIHBhMV5BzL9trTJ5uSmffr4cLnz93YlRlDQx1YoupxcRHMjA5ncLiWIHjnJ9u5d2goT43tZNNZalUAUIJqAXCMvHwz3+1O4aONSaRk5hHWqjGxt/RgYlSAyuhXlCrYfSqTJ5buQ5eRyz1DQnlqTCe8Pep/HSo5le/Jl8fV+RyH7gG+/PLwUF5ZeYSPNyWzOTGDd6ZF0rFtyQlzq0cFACUU5QDU/wrjDDJz8vlii44vt+q4lGukd1Az5sR05foubev9sCRFsSWDyUynOdcmvH26OZlPNyc7qESOVbIboLoCmnkT0NybwObe+Pl60c5XexzQzJugFo3s/lnh7eHKvIndGdGpNU9/v5+b/reJ2eO78PdBwTXu1lABQAlFiwHV7cjR2Z3OyOXjTUks3ZWC3mhhdJe2/HN4GH1DanciDEWpDw6mZfHE0n2OLka9lHY5j7TLeexwojjq+Z8P8fzPh2o8okEFACXojRY8XF3U3aedHEjNIi4+kZUHzuLqIpgUFcDM6DA6tLFNk5aiNCQms4X31yfy7toTtGjswWf/6Edk+2asOHCW5Qlp7NRdAqBvcHMmRgUQ08PPJhnlJrMFg0n7yjOaycs3ozeaCx/nGbXn+oLXTBbrdzMGo6XUfYvOY8FgKnrNouaEtBsVAJSgN5pVAqCNSSmJP3GRhfGJbD6ZgY+nG/dFh3HPkFDaNoAFRxTFHk6mZ/PE0n3sS83i5l7+vDShG80aaR/udw4M5s6BwaRk5vLzvjP8tDeNOT8d5MVfDjG8Y2smRgUwukvbajdfu7m64ObqQuOarZZboc83J/PCL4fLfD351fGEPruy1Neccby/rTz7wwHWHDlf4/OoAKAEg8li0yzLhsxotrBi/1ni4pM4cvYKbZt68uy4ztw+IIimXiqjX1Gqw2KRfLo5mdd/O0YjD1fe+1tvYnr6lbpv+xaNeGhkBx4cEc7hs1f4aW8aP+87w5oj6TTxdGNMt3ZMigpgUHhLp5lF84c9qTxeTndG0ivjS22h1cXGcNuHWwpbPUJmrWDbs6No51v/bjLMFguuNhjWqAKAEgxGs5oEqIZyDCaW7Ezhk03JpF3OI6JNE16f3JMJkQH1fgyyothTSmYuT3y3jx3JmYzu0oZXbulBG5+KP+CEEHTz96Wbvy+zxnVhW1IGP+1NY/XBcyzbk0obH09u7uXPxKgAuvk3rfUx838cPs99X+4q8/UTL4+r1Pz43/1zMEkXrnLdmxsAGPjqWm7s6cf//a23zcrqDMwWbBKwqQCgBL3JrEYAVNOFbANfbNGxaNspsvKM9A9pwUsTujGyUxuVU6EoNSCl5NsdKcxfcRhXIXh9ck8m96nesr2uLoIhHVoxpEMr5k3sztoj6fyUkMYXW3V8vCmZ8NaNmRQVwITIALuuDrg1MYPbP9pW5utH542t1rU4rHUTdLExhcMCf91/ll/3ryDxlfFO08pRU2aLRQUA9qA3WtQIgCpKvpjDRxuT+H53KkazhRu6tmVmdDh9guv/xCOKYm/nsvQ8s2w/G45fYHB4S16/rRcBNpoN08vdlZiefsT09ONybr6WPLj3DG/8fpw3fj9On2LJgy1skDy4P/UyN//f5rJff+EGm3UP6mJj+HFvKv9eonUnhM9eyYKpkUyMcu7pgCvDLFULgF0YVAtApe09fYmF8UmsPnQOd1cXbu0dyH3DQglrAKuLKYq9SSlZnnCGucsPkm+28NKEbtw5INhurWnNGnlwx4Bg7hgQTOqlXJYnaMmDz/10kBd/vjZ5sCoTC51Mz2b0W/Flvr5rzmhaNbFPNuGkqEBu6ulfOCfAY0sSeGxJQp1PEFQtAHaiN1pUDkA5LBbJ+uPpfLghiR3JmTT1cuPBEeFMHxxSqb5IRVEqlnHVwJyfDrLq4Dl6BzXjzSmRtbI8bIHA5tcmDy5POMPPCWdYezSdxh6ujO3ux8QofwaHtyr1gyglM5dh/11X5vk3z7rOZq0YFXFzdUEXG8ODX+9m5YFzgJYguO7JEbX6O7Uls0WqJEB70BvNNFNzzv9FvsnCz/vOsDA+kePnr+Ln68WcmC5M6x9EE0/1b6QotvL7oXPM/vEAV/JMPDO2MzOjwxzWd108efCZsZ3ZnqwlD646oCUPti5IHowMoJ2vF/1eXlPmudY8PpwObRzXOvj+HX04m5XHoFf/BGDkG+sZENqCJfcPcliZqstskaoFwB4MJouaB6CYbL2RxTu0jP5zV/R0bufDW1N6cVMv/0pl5SqKUjlZeUZe/OUQP+xJo6tfU766t5dTLXnt6iIYHN6KweGteGlCd/48ms6XW3V8simZTzaVPk3eLw8PpUegb+0WtBx+vt7XJAhuT84kZNYKjs0fW6eGf6sAwE70RrNaCAhIv6Lnsy06vtp2imy9iUFhLYm9tQfDO7auM8tqKkpdsfHEBZ7+fj/p2QYeua4DD1/nvMv25uWb6TJ3dbn79A5qxqSoAAKaO+fS3brYGNYeOc+ML7Shh53mrObFm7sxfXCIYwtWSSYVANiH3mjBswEnAZ5Mv8pH8Un8uDcNk8XCuB5+3B8dRs/AZo4umqLUOzkGE6+uOsJX204T3lpbtjeyvfPVtXyThY5zyl5c59N/9OW6zm1JvVQ08+Bzyw/x4i+HGd6xNROiAri+ismD9jaqS9trZhK01fz6tcEiVQBgFwaTuUEOA9x9KpMPNyTxx+HzeLq5MLVfe+4dFkpwy7qZJKMozm6nLpMnv9vH6cxc7h0aypNjOjnVCCSzRRI+u/RpdgHemRbJhMhrh9QFNm/EgyM68MDwcI6czWZ5QhrLiyUPjunejomRAQwOb+kUS/UKIdDFxvDcTwdZtO0UoCUIrnhkKN38nafroiSTWQUAdmEwWpyqEtqTxSJZezSduA2J7Dp1iWaN3HlkVATTBwXT0k7DchSlodMbzbz9x3EWbkwisLk33943kIFhLR1dLEAbeljW3PoA8yZ0465BIRWeRwhBV/+mdPVvak0ezOSnvWmsPHiWH/ak0apJwcyD/vQI8HV4t+K8id15/PqORM37A4CYdzcR2qox654c4dBylcUiJW4uNQ+gVABQjNkiyTfX/2GABpOZn/amsTA+icQLOQQ08+aFm7oypV97GnmofwlFsZcDqVk8vjSBE+lXub1/EP+J6eIUo2gKkuJK8+QNHXn4uohqn9vFRTAovCWDwlvy4oRurDuqzTz41bZTfLo5mbDWjZkYGcCESH+Htjg2b+yBLjaGbnNXk5NvJvliDiGzVnDoxTE0doK/UXEmi8TLXbUA2JTBZAaoU9mgVZGVZ+Sb7af5bHMy6dkGuvk35d3boxjfvZ1TNMcpSn1lNFt4b91J/u/Pk7Rs4sHnd/djRKc2Di1TeR/6M4aG8tyNXW3+nl7urozr4ce4Hn5k5RpZdfAsP+5N460/jvPWH8eJsiYPxvTwc1gr5KGXxrIjOZMpcVsB6Pb8bzw6KoJ/X9/RIeUpjcUicVHzANiWwWgBqHctAGez8vhss45vtp/mqsHEsIhWvDUlkiEdWjq86U1R6rsT57N5fOk+DqRlMTHSnxdv7o5vI8fMNdJxziryTZZSX7slKoC3pkb+P3v3HR5VtTVw+LfS6C10QkloIr0XBVSQroIde0f97FwLiApW0Ou9oteKHbtiQ6kCCopID71D6L0XE1LW98c5CZOYUCdzJjPrfZ6BM/uUWTOZM7Nm7332DlgspYpG07d1dfq2rs7mfX8zOnELPyZu5qkfl/DMT0vpWLc8vZtWoWv9SgHvPNg6ITbb5YKvTl7Fq5NXBU0HwbQMJcr6APhXslsDECp9AFZsO8iIaWsZvWAzGQq9GlWmX8eaNIwL3s4txoSK9Azl/T/W8vLElRQvFMVb1zWnR6Pcp+3NT+1fnMKmvX/nuu68uuX5+NbWAY7on+JKF+Hu82tx9/m1WLb1AD8kbmZ04hamLN9B0ZhIujeoRO9mcZwb4M6DScN6MXzSSoZPWgU4tSZf9WtLG4/7bKRnqF+GhLYEwEeyWwNQkK8CUFVmrdvDO9PWMmX5DopER3Jdmxrc1j4hX2f2MsYcs373YR7+ZgGzk/bSpX5FXri0EeVLBK5Ku/cb01mwcV+u6xpUKcmY+zsELJZTdXblkpxduSSPdavHrCSn8+CYRVv5br7TefDiJpXp0zSOxlUD03nwwQvrckeHmjQYPAGAq0f8RdGYSJY+0z3fHzsv6VYD4H8pBbgGID1DmbhkG+9MW0vixn3EFouhf5e63NC2BmX8MIuXMebEVJVPZ27ghTHLiIoU/nNlEy5rHheQL6rbPprN5OU7cl1XoUQhZg26MN9j8KeICKFtzbK0rVmWIZc04LcVO/hh/hY++2sDH05Poma5Yv+4DDG/FCsURdKwXnR6+TfW7jrMkaPpxA8Yw7wnu/hllsRTla5WA+B3yQWwD0ByajrfztvEu9PWkrT7CNVji/Jsn4Zc0bxqUA26YUyo27r/bx4dtZDfV+2iQ51yvHh5Y6rk84Q3A75dyJezN+a6TgTWDQ2ONuszVTjamYCoe8NjnQd/SNzM8Mkrs7b5+M8kLmqcv50Hpzx8Pku27KfXa38A0PzZX7ixXQ2e6d0w3x4zNxlWA+B/yakF5yqAfUeO8ulf6/nozyR2HTpK46qleOPa5nRvWMmziUOMCUeqyvfzNzN49BLS0pVn+zTk+jbV8+1X/7Bxy3l76po81wdLR7X84tt5cMu+vzlnmDO5z+DRS3jm56V0rFOOPs3i6FK/Yr5c1tygSqlsHQRHzljPyBnrWTe0Z8A6VafZbID+l5IW/DUAm/f9zfu/r+PL2Rs4cjSd888qz50da9G2Zqz16DdBQUSqASOBSkAGMEJVXxWRWOArIB5IAq5S1b3ivHFfBXoCR4CbVXWeF7Gfql2HUnj8u0VMXLqdljXK8PKVTYjPhylm3/ptDS+OX57n+kB++QQT3xqW8Q924If5WxiduJkHvkykaEwk3RpUonfTKrSvXc7vnQeThvXi4z+TGDx6CQAJA8fy/k0t6Xx2Rb8+Tm4yQnEuABGJBOYAm1X1IhFJAL4EYoF5wA2qelRECuF8wLQAdgNXq2rSmT5+MNcALN1ygBHT1vDTwq0IcEmTKtzRsSZnVw6e2cKMcaUB/1LVeSJSApgrIr8ANwOTVXWYiAwABgCPAT2AOu6tDfCW+39QG794K49/v5hDyWkM7FGP2zv4d9rez2auZ9D3i/NcH65f+r4Op6RlLderVJIBPUryaLezmJ20hx8SNzNmoTPOQLniMVzUuAp9msXRxI+dB286J56+ratx1hPO5EiZkwvldy1MqE4G9ACwDMj8VnsReEVVvxSRt4HbcD4cbgP2qmptEenrbnf1mT54ZgIQLDUAqsqMNbt5e9papq3cSbGYSG45J55b2yfke9uiMadLVbcCW93lgyKyDIgDegPnu5t9DPyGkwD0BkaqqgJ/iUhpEansHifo7D+SypCflvD9/M00jCvJf69qSt2KJfxy7J8WbOG+L+bnuX718z1s0C4few4f/UdZRITQpmZZ2mR1HtzJD/M38/msDXz0ZxIJ5YrRu2kV+jSN80ttTaGoSJKG9aLviBn8tXYP4FwuOGNgJyqXyp/P6ZCbDEhEqgK9gOeB/m61YCfgWneTj4EhOAlAb3cZYBTwuoiI+wFy2lKyLgP0tgYgLT2D8Uu28c7UtSzavJ9yxQvxSLezuL5NDc8GEDHmdIhIPNAMmAlUzPxSV9WtIpI5FF4c4NuTbZNbFnQJwNSVO3l01AJ2HTrKA53rcG+n2kSf4Rfybyt2cPOHs/NcX9Dmqg+k3bkkAL4KRTnNAN0aVGL/36mMX7yVH+Zv4dXJqxg+aRVNq5WmT9MqXNSkCuXOsPPgl/3asW7XYS54+TcA2g2dQs9GlXjzuhZndNzchGINwHDgUSAzlS4L7FPVzDqezA8F8PnAUNU0Ednvbr8r50FFpB/QD6B69erHDcDrywD/PprOqLkbeff3dWzYc4Sa5Yox9LJGXNosrkBemmjCm4gUB74FHlTVA8epds1txT+S+VM5l/3tcEoaz49dxuczN1CnQnHeu7EVjaqe/oBac5L2cMXbM/JcH4zjzwejPYdTTnrbUkWiubpVda5uVZ2t+52RB39I3MKQn5by7JhldKhTjj5N4+ja4PQ7DyaUK5atg+DYRduIHzDG7zU36aGUAIjIRcAOVZ0rIudnFueyqZ7EuuyFqiOAEQAtW7Y8bg2BV5cB7jl8lJEzkhg5Yz17Dh+lWfXSPN7zbLrUr2g9+k2BJCLROF/+n6nqd27x9syqfRGpDGRetL4JqOaze1VgS85jnsq57E8z1+7m4VEL2LT3b/p1rEn/LnVPKyFfuuUAPV/7Pc/1iU91oXRRG7PjVOw+dPwagLxULlWEO8+rxZ3n1WLFtoNZIw8++FUiRaIj6dagIr2bxdHhNDsPJg3rxY9uZ0SA2oPG8d+rmnBZ86qnFW9O6SF2FcC5wCUi0hMojNMHYDhQWkSi3FoA3w+FzA+MTSISBZQC9pxpEIHuBLhxzxHe+30tX83ZSHJqBheeXYE7z6tFyxplwr5zjym43Oa794Flqvpfn1WjgZuAYe7/P/qU3ysiX+J0/tsfDO3/yanpvDxhBe9PX0e1MkX5ql87WifEntIxfKuEczPz8c5ULFn4DCMNX7n1AThVZ1UqwWPd6/FI18zOg1sYu2grPyRuoWyxGC5uUoXeTavQtFrpU/pc7t00josaV6HW4870yv2/XkD/rxf4pYNgeoYSGRkiCYCqDgQGArg1AA+r6nUi8g1wBc6VADk/MG4CZrjrp5xp+z84lwFGCET74YU9nsWb9/POtLWMWbiFyAihT9M4+nWsSR0/dSQyxmPnAjcAi0Qk0S17HOeL/2sRuQ3YAFzprhuLcwngapzLAG8JbLj/tHDTPvp/vYDVOw5xfdvqDOxx9klXyW/d/zfthk7Jc/3UR873dNrbUOKPBCBT9s6D9Zm6Yic/JB7rPBhftii9m8bRp1kcCSfZeTAyQkga1ot7P5/HzwudnDZ+wBim/Os8apYvftqxhloNQF4eA74UkeeA+Ti/KnD//0REVuP88u/rjwdLTk2ncHRkvvz6VlV+X7WLd6atYfrq3RQvFMUdHWpyy7kJVCplvwBM6FDVP8i9mQ6gcy7bK3BPvgZ1ko6mZfD6r6t549fVlC9eiJG3tqZj3fIn3G/P4aM0f/aXPNePf7AD9SrZJbv+dqJOgKerUFQkXRtUomuDShxITmX8om38kLiZ16Y4swI2yew82LjKSc3x8Pq1zXmiVzJth04GoNN/ptIqvgzf3HXOacWXriE6EqCq/oZzeRCquhb4x1RVqprMsV8PfpOclu73iYBS0zMYu2grb09dy7KtB6hQohADe9TjmjbVKVnYevQbEyxWbDtI/68TWbLlAJc1i2PwJQ0oVSTvc/RQShoN3QlicvPd/51D8+pl8iNU4/JnDUBeShaO5qpW1biqVTW27U/mpwVb+H7+Zp7+aSnPjVlG+9rl6NPMmbb4eLVElUoVztZBcHbSXuIHjGH5s91PqU9JRoaiis0F4G8pqRl+621/OCWNr2Zv5P0/1rF539/UrlCcl65oTO+mVeySHmOCSHqG8u7va/nvxJWUKBzF29e3oHvDSrlum5yaTr0nx+d5rE9ua02HOieuMTD+kV81AHmpVKowd3SsyR0da7Jy+0F+mL+ZHxO38NBXCygSvZiuDSrSp2kc7euUy/Py0KRhvfh1+Q5u+ci59LPek+MZfHF9bjk34aRiSHdbu8OhCSCgktPOPAHYdSiFj/90evTv/zuVVvFlePqSBnSqV8EvGZsxxn+Sdh3mX98sYO76vXRrUJHnL230j+vB09IzqD1oXJ7HeOu65vRoVDm/QzW5OJXLAP2tbsUSPNq9Hg93PYu5G/by/Xxn5MEf3c6DFzWuTO9mcTTLpfPgBfUqsG5oTxIGOh0En/5pKU//tPSkOgimZ7gJQKh0AgwWyamn3wSQtOsw7/6+llFzN3E0PYMuZ1fkzvNq0qLGqfUaNsbkv4wM5dOZ6xk6djlRkcIrVzehT9Nj0/ZmZCg13d7buXnp8sZc1apanutNYOw5zcsA/SkiQmgVH0ur+FiGXNyAqSudkQe/nL2Rj2esp0Zm58GmVbJ1/BNxOggOGb2Ej/5MApwOgj/f156GcXmPMZGVAFgNgH+lpGVQ6BRrABI37mPEtDWMW7yN6IgILm8Rx+0dalLrDHp4GmPyz+Z9f/PYqIX8sXoXHeuW58XLG1G5VBFUNat9NjeDep7NHR1rBjBScyKHj6Z7HUI2MVERdKlfkS71K3IwOZXxi53Og/+bsorXJq+iSdVS9G4ax8VNjnUeHHJJAx7oXIdmbifSi/73B9Vii/D7o51yfYy0zATA+gD4V3JqOoVPogZAVfltxU7enrqGmev2UKJwFHefV4ubz4mngl3Ta0xQUlVGzd3EMz8tJV2V5y9tyLWtq2dVw+bmngtq8Ui3egGM0oSKEoWjubJlNa5sWY3tB451Hnzm56U8N2Yp7euUp0/TKnRrUIkyxWJIGtaLRkMmcDA5jY17/iZ+wBgWDelKiRydxTMsAcgfKanplDrOSFxH0zL4acEWRkxby4rtB6lcqjBP9Dqbvq2rU9yG7TQmaO04mMzj3y1m0rLttI6PZVbSHgZ9vzjX2faua1Od5y9t5EGUJlRVLFmY2zvU5PYONVm13Rl58MfELfT/egGFoxfRtX4l+jSrwrwnu5C4cR9XusNENxoykfs71aZ/17OyjpVZAxCSlwF6KTk1g4q51AAcSknjy1kbeP+PdWzdn8xZFUvw36uacHGTKmc8EYgxJn+NXbSVQd8vYu+RVABmJf1z0NAeDSvx1vX+n7TFmJzqVCzBI93czoPr3c6Di7YyesEWYt3Og9/efQ6Xv/UnAK9NWc1rU1ZnTf+c4V4FYJcB+llKWnq2qwB2HEjmwz+T+PSv9RxMTqNtzVheuKwR59ctb0P1GhPk9h05StNn8h6cp3V8LF/f1S6AERlzjIjQMj6WlvGxDL64AdNW7uT7xM18NXsjI2esp3psUTbsOZK1fcLAsXxxR1tqlC0KWA2A3yWnZlAoKoI1Ow/x7rS1fDdvM2kZGfRoWJl+HWvSpFppr0M0xpyEhIFjyG1w8JrlijHl4fMDHo8xxxMTFcGF9Styodt5cMKS7fwwfzOb9h4hw+d9fM27f2UtR9hVAP6VnJbOxKXbGTVvEzGREVzVqiq3t69J/EmO+2yMCQ6+X/7FC0Wx+Olu3gVjzCkoUTiaK1pU5YoWVbM6D/6QuJnFmw9k2y4948wnxLQEwEfxQlEcTE7jvgtqc+M58f8YEMQYUzD4Y8Y1E/yGX92UB79K5O3rm3sdSr7w7Ty4esdBXpu8mtELnElx/z1hBX1bVz+j44sfJtErMFq2bKlz5szJc/3ew0cpFB1B0RjLi0z4EpG5qtrS6ziO50TnsjGhSlX5cHoSN58Tf1IdAY93Pts3nY8yxfK+BNAYY4zxmohwa/uTmzfgROwaNmOMMSYMWQJgjDHGhCFLAIwxxpgwZAmAMcYYE4YsATDGGGPCkCUAxhhjTBgKq3EARGQnsD5HcTlglwfh5CWY4rFY8hZM8fg7lhqqWt6Px/O7PM7lQAum90AghNvzhdB4znmez2GVAORGROYE06AnwRSPxZK3YIonmGIJJ+H2uofb84XQf87WBGCMMcaEIUsAjDHGmDBkCQCM8DqAHIIpHoslb8EUTzDFEk7C7XUPt+cLIf6cw74PgDHGGBOOrAbAGGOMCUOWABhjjDFhKOwSABEpLSKjRGS5iCwTkXYiEisiv4jIKvf/MgGK5SERWSIii0XkCxEpLCIJIjLTjeUrEcm3OYpF5AMR2SEii33Kcn0txPGaiKwWkYUi0jwAsfzb/TstFJHvRaS0z7qBbiwrRKRbfsfis+5hEVERKefez9fX5XjxiMh97vNfIiIv+ZTn22tTUOVx3uf6/hKReBH5W0QS3dvbbnlRERnj7rNERIb5HL+6iPwqIvPd4/X0WZfr30NEurtlq0VkQAF8zjVEZLJ7rN9EpKrPupvcz5BVInKTT3kLEVnkPufXROTEE9oH8Pm668aLyAL3+b4tIpFu+Sl/Nub1OgQNVQ2rG/AxcLu7HAOUBl4CBrhlA4AXAxBHHLAOKOLe/xq42f2/r1v2NnB3PsbQEWgOLPYpy/W1AHoC4wAB2gIzAxBLVyDKXX7RJ5b6wAKgEJAArAEi8zMWt7waMAFnAJpygXhdjvPaXABMAgq59ysE4rUpqLc8zvu83l/xOf/2bnlR4AKfY/wO9HDvj8g8V92/QdLx/h7ubQ1Q0z3WAqB+AXvO3wA3ucudgE/c5VhgCqZu9AAAIABJREFUrft/GXe5jLtuFtDOPV/GZR4rWJ6vu66k+78A33Ls8/iUPhuP9zoEyy2sagBEpCTOh+n7AKp6VFX3Ab1x3jy4//cJUEhRQBERicI50bbinEijAhGLqk4D9uQozuu16A2MVMdfQGkRqZyfsajqRFVNc+/+BWT+wugNfKmqKaq6DlgNtM7PWFyvAI8Cvj1n8/V1OU48dwPDVDXF3WaHTzz59toURHmd98d5f+VKVY+o6q+ZxwDm+eyjQEl3uRSwxV3O6+/RGlitqmvdY33pbusXAXrO9YHJ7vKvPvF3A35R1T2quhf4BejunhclVXWGOt+QI/HT55u/nq+77wF3MQonkcg830/1szHX1+FMnqe/hVUCgJNt7wQ+dKvq3hORYkBFVd0K4P5fIb8DUdXNwMvABpwv/v3AXGCfzxt2E05NQSDl9VrEARt9tgt0bLfiZNmexCIilwCbVXVBjlVevS51gQ7iNBdNFZFWHscTzPI67335vr8AEtxtp4pIh5wHdKuSL+bYF+AQ4HoR2QSMBe5zy/P6e+T33ykQz3kBcLm7fClQQkTKcvznvCmXcn/w6/MVkQnADuAgx36QnepnY9Cfi+GWAEThVKW+parNgMM4VTkB57Yf9capFqwCFAN65LJpsFynmVtbXUBiE5FBQBrwmRexiEhRYBDwVG6rAxmLjyicasW2wCPA1257qmd/pyB23PM+l/fXVqC6u21/4HP3F2bm9lHAF8BrqrrWLb4G+EhVq+JUCX8iIhHk/ffI779TIJ7zw8B5IjIfOA/Y7B7Ti+fs1+erqt2AyjhNN51O8Nhe/Y3PWLglAJuATao6070/CudNsz2z2tb9f0ce+/vThcA6Vd2pqqnAd8A5ONVHUe42VTlWlRgoeb0Wm3DawDMFJDa348xFwHVutaEXsdTCSdQWiEiS+3jzRKSSB7Fk2gR851Y7zgIycCYu8SqeYJbXeZ/r+8utrt/tLs/Faauv63O8EcAqVR3uU3YbTv8dVHUGUJjj/z3y+++U789ZVbeo6mXul+ggt2z/cZ7bJrJXwfvzOfv7+aKqycBojjVtnOpnY9Cfi2GVAKjqNmCjiJzlFnUGluL8kTN7aN4E/BiAcDYAbcXpZSs+sfwKXBHgWHzl9VqMBm50e7y2BfZnVoflFxHpDjwGXKKqR3LE2FdEColIAlAHp3NRvlDVRapaQVXjVTUe58Ru7r6fAv66uH7A/WUiInVx2ip3EeDXpiDI67zP6/0lIuV9en7XxHkN17r3n8Np438wx8NscI+LiJyNkwDsJO+/x2ygjjhX/cQAfd1tC8xzFpFybi0HwEDgA3d5AtBVRMq4NZ1dgQnueXFQRNq6n3k34qfPN389XxEp7vMlH4VTm7Pc3e1UPxtzfR388Xz9RoOgJ2Igb0BTYA6wEOdDtAxQFqdda5X7f2yAYnka5821GPgEp7qpJs4HxGqcXraF8vHxv8CpCkvF+VK7La/XAqc66w2cTHkR0DIAsazGaUNLdG9v+2w/yI1lBX7sSZxXLDnWJ3HsKoB8fV2O89rEAJ+67515QKdAvDYF9ZbHeZ/r+wunXXsJThv3POBit7wqThXuMp99Mnud1wemu/skAl1P9PfA+XJZ6a4bVACf8xXu58RK4D18Pqtw2ttXu7dbfMpbuu/ZNcDruKPRBtHzrYiTnC101/+PY1cRnPJnY16vQ7DcbChgY4wxJgyFVROAMcYYYxyWABhjjDFhyBIAY4wxJgxZAmCMMcaEIUsAjAkwyWMSnxzbHG9Cojz3F2dSmkMi8vBJxBEjIiNEZKU4E6ZcfqJ9jDGhI+rEmxhjToeInA/crKo3+5RdgDOwSGNVTRGRvIad/gjnMqmROY55ov1fIftwp8czCNihqnXd67ljT3I/Y0wIsBoA4xfuQCfvi8h6ETnojrHdw10XL84Uuod8bk/67BsrztTHu9zbZzmGIW0qIr+LyH4R2SQiuQ3JW1DkNYlPNpr3hER57i8ifXAGb1niu4OIXC8is8SZ9vSdzAFQcK5RHuoeJ0NVd53ZUzOhQpzpfZN9ztcVPuvKi8jnIrJPRPaKyGc+65bkOM/TROQnn/UqIod91r8X6OdmjrEEwPhLFM6AG+fhjBr2JM749PE+25RW1eLu7Vmf8udwBu2oiTPsbkWcyVUyfQ5Mw/mFeh5wtziT8xREeU3ic0b7izPxyWM4g0tlcUeluxo4V1WbAunAdeLOiw48KyLzROQbEal4Jk/MhJx7fc7Xs3zKvwO2ATVwJsR5OXOFqjbI3AcogTNC4jc5jtvE57i35/NzMMdhTQDGL1T1MNm/tH8WkXVAC5xZDo8nAfhB3Wk4ReR7wPcLPh74TFXTgTUi8gfQAD8OnepPIjITZ1TH4kCsiCS6qx4j+yQ+rXCSpJp68iNy5bo/zhf/K6p6yBllNUtnnL/BbLe8CM4Y5lE4o7xNV9X+ItIf54P8htN71iYciEhXnPHtz3fPR4D5eWzeESdB+DYQsZlTZzUAJl+4vybrkr06er1bhf+hiJTzKX8DuMhnzOzLyd6OPRxnrO1od6zvdsCkfH4Kp01V27i/tm8HRqtqU/c2gbwn8TlZee3fBnhJnMmKHgQeF5F7cYYp/dgnhrNUdQiwGzgCfO8e9xvcyVOMcQ11m+Smu/1ZwEk8VwAfi8huEZktIuflsf9NwCj3x4GvaSKyTUS+y1FDaALMEgAfIjJERDa7baWJItIzl22qicivIrLMbe96wGfdsyKy0N13oohUybFvKxFJF5Erch43l8cpLSKj3N7Zy0SknX+eZf4TkWicaTc/VtXlOJPUtMKpMmyBUzX4mc8u83DGtt/t3tKBN33W/4wz7vjfOHMnvK+qs/P5aeSXvCbxOaP9VbWDHpusaDjwgqq+jjNm+RWZnQXd/hY13BqHn4Dz3eNmTkYVEk7mXHa3y/Vqi7zOZRHp7VM+R0Tan0QsBfFcfgynSS4OZybAn0SkFk6tUVecScsqAf8BfsyR0GdOoX0FTmdWX+fh1OjVw5kZ72c5NvupCTSvJyPw6obzwfdRjrIhwMMn2K8yzkxw4HyRrQTqu/dL+mx3P9knr4kEpgBjgStOIr6POTbpRgxO+7nnr9tJxB0BfOk+z+g8tqmEM8FISff+dJwv/GI41eZvA1+762KBAzgzh2VWW/8F/J/Xz/U032O5TuIDVAHG+myX64REee1/vPcxTh+ARJwJTuYCbd3yGjh9KxbiJArVvX7N/Pg6n/BcdrfriFPzsThHea7nsvv+zJxDpTGw/CQeo0Ceyzmew3jgPuBVnGnMfdctAnrnKLseZ9KsPCf7cT8TDwONvH5+4XqzzOsUqTPN41Z3+aCILMPJkpeq24btKobzJZfpPpy2sGydvkTkEeAqnDbj71V1sDg94DsCN7uPcxQ4mi9PyI/EaWR+H6cTX09VTc1j08zXJbOxugnOF/ph9zhvA3+462oC6aqaeTncJhH5EmcmNd9agqCjqr8Bv+UoO4rz4Zhz2y04zynz/jV5HDPX/XNsMyTH/a+Ar3LZbj3O+yxsqeq03Kqh8zqXVfVQbuUQWudyLhTnfF0IXHwS298EjFT3m/4kjms8YE0A/3SvW8X3gdsenSf3g6MZMNOn7HkR2QhcBzzllsUBl+L8svXdvyvOPNStcaaybCEiHXG+9HYCH4pzOd17bi/vYPcWcDbO1Jp/ZxaKSBsROUtEIkSkLPAa8Juq7nc3mQ3cLiJFRKQI0A9nmk5walhERK5196+E84s2c70xeTnpczk3uZ3LbvmlIrIcGINzKWVInctuk0U3ESksIlEich1OEjMBp89IGRG5SUQi3ebMOJxavMz9qwIX4NR8+B63gTiX9EaKSHGc5oPNOFMNGy94XQUR6BvOl3UizvzMezg2T3Q3nF+ukTiJ0fPAB8c5TnGc6tTL8lg/EHjaXf6GY9WuH+E2AeD0uk7yiWE1zlzvLYE0oI273avAs16/did4XWvgZPPJwCGf23XANcA6nOq+rTiD21Ty2TcBpz16t/s3GQ/U8VnfCSdJ2I9z+dG7QFGvn7PdvL358VyOJ0cTQI71WedyjvKOwCR3OZTO5fLu+XYQ2IfT5NbFZ30HnGr/Q8AcoEMur9fvuRy3E04HwsM4V6L84Hue2y3wt8y2rLAjuYzSlmN9PPCzqjbMZV00Tse0Car63zz2rwGMUdWG4lwOl1nNVQ6n93U/nBNppaq+k2PfSsBf6nToQkQ6AANUtdepPUtjQt+ZnMsnuT7rXM5l3TqcZr2B2LlsChhrAvAhIpV97l6K09Eq5zaZ7dzLcn75i0gdn7uX4PRYR1UT9FgP7VE47d0/4FSp3epWhyEicSJSQVW3ARvFueQNQqyHtjH57WTO5RPsn+u5LCK13c8ARKQ5x65esXPZFDjWCTC7l0SkKU5VdhJwJ4B7CdB7qtoTOBdnsJRFcmyAl8dVdSwwzD3RM4D1wF3HezBVnSjOSG0z3M+UQzgdvHbgdBr8TERicIZ3vcWfT9SYEHcy5zIi8gXOVQTlRGQTMFhV3yfvc/lynDEpUnEuS71anWpUO5dNgRO2TQDGGGNMOLMmAGOMMSYMhVUTQLly5TQ+Pt7rMIwJanPnzt2lquXP5BjiTDb0HtAQpxr+Vpze+XfgXBYHx5rOEJGBOL3m04H71Rk2OU92Lhtzco53PodVAhAfH8+cOXO8DsOYoCYi6/1wmFeB8ap6hdv2XRQnAXhFVV/23VBE6gN9cSZ4qgJMEpG6emyymX+wc9mYk3O889maAIwxfuUz+t374Ix+p6r7jrNLb+BLVU1R1XU419C3zv9IjQlvlgAYY/zteKPf5TY6Xxyw0Wf/TW6ZMSYfWQJgjPG3KJwJdt5S1WY4I78NwBkquhbOULlbcYaChdzHgv/H5Uki0k+cGfjm7Ny5M5ddjDGnwhIAY4y/bQI2qWrmHBmjcGbQ3K6q6aqagTOcc2uf7av57F8VZ6rYbFR1hKq2VNWW5cufUR9FYwyWABhj/Cyv0e+OMzrfaKCviBQSkQScSXVmBSxgY8JUWF0FYIwJmNxGv3stt9H5VHWJiHyNM0RuGnDP8a4AMMb4hyUAOaSkpXPWE+Pz/XGiI4WoiAiiI4WYqAiiIiKIihRiIiOIjowgOurY+ujMssx9otxyd5/oyAj3GEJUZAQxbllUZB77RwrRURHERPruc5zHjDz2eBERNnW3OTFVTcSZCc/XDcfZ/nmcWfuMOS3Nn/2FNgmxvHV9C69DKTAsAcghJjIwrSKp6Upqejp/pwbk4cKeCET7JD/ZE53MhCm3ZCmCmCh3fa7JUe4JWoy77JvU5dzWtyzbNhFOMhbtJmju2PLGmOPYc/go4xZvY/SCLVzSpIrX4RQIlgDkICJMfeR8zvv3bwB0rFuekbf695LkjAwlLUNJy8ggNU05mp5BWkYGaenOcmq6s5yanuEmCtnLjrrLaRkZHE1XUtOc/f+57bH7qe72qekZHE1zynPfx7csM0a3LCODgjp1hCocTc/gaDo4/4Sv1c/3ICpAia4xgTLxoY50fWUa938xn071KlC8kH29nYi9QrmoUbYYsx7vTOsXJjNt5U66vTKNCQ919NvxIyKEmAghhghnMlGT7zIynAQmLV3/mWi5iVFq2rFtsiVa7nKqu5yaoW5SlEFaRvYkK89E7aSTLp/HceP0twKawxlzXHUrlqBvq2p8OXsjDQdPIGlYL69DCnpBkwCIyEPA7TifT4uAW1Q12V33P/d+5lzbhYCRQAucubivVtUkf8ZToWRhFgzuSpOnJ7Ji+0EaD5nAwiHd/PkQJoAiIoRCEZGE84+C+AFjAIi2X/8mRA27vDFfznbGlHrzt9X83/m1PY4ouAXFJ4GIxAH3Ay1VtSEQiTM2OCLSEiidY5fbgL2qWht4BXgxP+IqVSSaZc90B+BAchrxA8Zg0ycbY0zwmvV4ZwBeGr+CbfuTPY4muAVFAuCKAoqISBTOxCFbRCQS+DfwaI5tewMfu8ujgM6STz2lisREsur5Hln3EwaOJS0fqmWNMcacuQolCzOwRz0A2g6d7HE0wS0oEgBV3Qy8DGzAGSJ0v6pOBO4FRqvq1hy7ZI0drqppwH6gbH7FFx0ZwdoXembdrz1oHMmp4d2RzBhjgtWd59XKWn7kmwUeRhLcgiIBcCcF6Q0k4EwHWkxEbgSuBP6X2y65lOVaN++v8cMjIoR1Q3sSE+W8ZPWeHM/BZLuGzxhjgtGSp50+W9/M3cTybQc8jiY4BUUCAFwIrFPVnaqaCnwHPA3UBlaLSBJQVERWu9tnjR3uNhmUAvbkdmB/jh8uIqx8rgfVY4sC0GjIRHYdSjmjYxpjjPG/YoWieOPa5gB0H/679d/KRbAkABuAtiJS1G3L7wz8V1UrqWq8qsYDR9xOf+CMHX6Tu3wFMEUD+Ned9ugFtE6IBaDlc5PYtPdIoB7aGGPMSerVuDJxpYsAcOmbf3ocTfAJigTAnTVsFDAP5xLACGDEcXZ5Hyjr1gj0x5lqNKC+vrMdFzV25jZp/+KvrNx+MNAhGGOMOYFpj14AQOLGffy+yqaR9hUUCQCAqg5W1Xqq2lBVb1DVlBzri/ssJ6vqlapaW1Vbq+rawEcMr1/bnFvOjQeg6yvTmLdhrxdhGGOMyUNkhDDqrnYA3PD+LI6m2VVcmYImASioBl/cgEe6ObOeXvbmn0xdaRmmMcYEk5bxsZx/ltMHrPmzv3gcTfCwBMAP7rmgNs9f2hCAmz6YxegFWzyOyBhjjK8Pb24FwKGUNL52RwsMd5YA+Ml1bWrw5nVOj9P7v5jPJzOSPI3HGGPMMSLCbw+fD8Cj3y5k/xG7jNsSAD/q2agyn97WBoAnf1zC8EkrPY7IGGNMpvhyxbi9fQIATZ6Z6HE03rMEwM/a1ynHj/ecC8DwSat46sfFHkdkjDEm0xMX1c9a/veE5R5G4j1LAPJBk2qlmdTfmT545Iz13PXJXI8jMsYYk2nek10AeOPXNWzcE77juFgCkE9qVyjBnwM6ATB+yTYue3O6xxEZY4wBiC0Ww7O9GwDQ4aVfPY7GO5YA5KMqpYtkZZrzNuzj3GFTPI7IGGMMwA3t4olwZ5W5+9PwrKW1BCCfxRaLYbE7KcXmfX+TMHCMjUltjDFBYOkz3QEYt3gbCzbu8ziawLMEIACKF4pixXPOG00VEgaOJSPDkgBjjPFS4ehI3r+pJQC935gedp/LlgAESKGoSNa80DPrfs3Hx9qQlMYY47HOZ1ekXqUSAHQdPs3jaALLEoAAiowQ1g09lgTUfWIcR46meRiRMcaYsfd3AGD1jkNMXLLN42gCxxKAABMRkob1omyxGADqPzWBfUeOehyVMcaEr4gI4ef72gPQ75O5JKemexxRYFgC4JG5T3ahYVxJAJo+8wvb9id7HJExxoSvhnGlsqZ4r/fkeI+jCQxLADz0830d6FSvAgBth05m7c5DHkdkjDHh6/Vrm2ctfzR9nYeRBIYlAB774OZW9G1VDYBO/5nK4s37PY7IGGPC13R3ALchPy1l96EUj6PJX5YABIFhlzfmngtqAXDR//5gxprdHkdkjDHhKa50Ee7vXAeAFs9N8jia/GUJQJB4pFs9nnInqbjm3b/CqieqMcYEk/5d6mYtDxm9xMNI8pclAEHk1vYJvHJ1E8Dpifr1nI0eR2TM6RGR0iIySkSWi8gyEWknIrEi8ouIrHL/L+NuKyLymoisFpGFItL8RMc3Jr8tGNwVgI/+TArZ/lmWAASZS5tV5YObnZGpHh21kHemrvE4ImNOy6vAeFWtBzQBlgEDgMmqWgeY7N4H6AHUcW/9gLcCH64x2ZUqEs3LVzo/yDr9Z2pIDuFuCUAQ6lSvIt/c1Q6AoeOWM3TsMo8jMubkiUhJoCPwPoCqHlXVfUBv4GN3s4+BPu5yb2CkOv4CSotI5QCHbcw/XNGiKqWKRANw4wezPI7G/ywBCFKt4mMZ94AzOtU709bS/+tEjyMy5qTVBHYCH4rIfBF5T0SKARVVdSuA+38Fd/s4wLe9a5Nblo2I9BOROSIyZ+fOnfn7DIxxzR50IQC/r9rF7KQ9HkfjX0GTAIjIQyKyREQWi8gXIlJYRD4TkRVu2QciEu1uGxZthmdXLsm0Ry4A4Lt5m7nh/ZkeR2TMSYkCmgNvqWoz4DDHqvtzI7mU/aO+VVVHqGpLVW1Zvnx5/0RqzAnEREXw2e1tALjy7RmkpYfOHC5BkQCISBxwP9BSVRsCkUBf4DOgHtAIKALc7u4SNm2G1csWZdbjnQEnA+36ylSPIzLmhDYBm1Q1M2MdhZMQbM+s2nf/3+GzfTWf/asCWwIUqzEndG7tcrSsUQaA9i/+6nE0/hMUCYArCigiIlFAUWCLqo512wUVmIXzwQBh1mZYoWThrB6pK7cfotHgCR5HZEzeVHUbsFFEznKLOgNLgdHATW7ZTcCP7vJo4Ea3Zq8tsD+zqcCYYJHZL2vbgWRGLwiN/DQoEgBV3Qy8DGwAtuJ8AEzMXO9W/d8AZA7QfFJthqGkVJFolj3THYCDKWnEDxgTkr1STci4D/hMRBYCTYEXgGFAFxFZBXRx7wOMBdYCq4F3gf8LfLjGHJ+IMPGhjgDc/8V8DqUU/JlcgyIBcK8H7g0kAFWAYiJyvc8mbwLTVPX3zF1yOUyu34ah1HGoSEwkq57vkXU/YeDYkGqPMqFDVRPd9vrGqtpHVfeq6m5V7ayqddz/97jbqqreo6q1VLWRqs7xOn5jclO3Ygmuae20VjUMgZrYoEgAgAuBdaq6U1VTge+AcwBEZDBQHujvs/1JtxmGWseh6MgI1r7QM+t+7UHjwmbqSmOM8drQyxpnLb/522oPIzlzwZIAbADaikhRERGcNsNlInI70A24RlV9f+qGdZthRISwbmhPikRHAs7UlQeTUz2OyhhjwkNmx+yXxq8o0FO5B0UC4PYWHgXMAxbhxDUCeBuoCMwQkUQRecrdJezbDEWEZc92J6FcMQAaDZnIrhCfucoYY4JBhZKFGdijHuBM5V5QBUUCAKCqg1W1nqo2VNUbVDVFVaPcdsGm7u0Zd1trM3T9+vD5tK0ZC0DL5yaxcc8RjyMyxpjQd+d5tbKWH/lmgYeRnL6gSQDM6fuyXzsuaVIFgA4v/cqKbQc9jsgYY0Lfkqe7AfDN3E0s33bA42hOnSUAIeK1a5px67kJAHQbPo256/d6HJExxoS2YoWieONaZyDa7sN/L3CXZlsCEEKeurg+j3Rzxl65/K0/+W3FjhPsYYwx5kz0alyZuNJFALj0zT89jubUWAIQYu65oDYvXNoIgJs/nB0yI1YZY0ywmvaoM2dL4sZ9TFtZcMabsQQgBF3bpjpvXedUS93/xXxGzkjyNB5jjAllkRHCt3c7QwXf+MEsjqYVjAHaLAEIUT0aVeZzdwarp35cwiu/rPQ4IuMlGzHSmPzVokYs55/lDDbX/NlfPI7m5FgCEMLOqV2OH+85F4BXJ6/iiR8WeRyR8UoojFtuTLD78OZWgHO+fT174wm29p4lACGuSbXSTOp/HgCf/rWBOz8J2yETwtrBZEsAjMlvIsJvD58PwKPfLmT/keAeodUSgDBQu0Jx/hzQCYAJS7bT543pHkdkAs0SAGMCI75cMW5v71yS3eSZiSfY2luWAISJKqWLMO/JLoDTU7VdAR6+0py6w0ctATAmUJ64qH7W8r8nLPcwkuOzBCCMxBaLyRq5auv+ZOIHjClwA1eY02N9AIwJrMwfXG/8uiZoh2i3BCDMFCsUxYrnumfdTxg4lowMSwJCnTUBGBNYscVieLZ3A8AZoj0YWQIQhgpFRbLmhZ5Z92s+PrbAXLdqTo9NF21M4N3QLp4IcZbv/nSut8HkwhKAMBUZIawbeiwJqPvEOI5YO3HIshoAY7yx9BmnxnXc4m0s2LjP42iyswQgjIkIScN6Ua54IQDqPzWBfUeOehyVyQ+HLAEwxhOFoyP54OaWAPR+Y3pQNblaAmCY88SFNK5aCoCmz/zCtv3JHkdk/M2uAjDGO53qVaRepRIAdB0+zeNojrEEwAAw+t72XHh2RQDaDp3M2p2HPI7I+JPVABjjrbH3dwBg9Y5DTFyyzeNoHJYAmCzv3dSSa1pXB6DTf6ayePN+jyMy/mJ9AIzxVkSE8PN97QHo98lcklPTPY7IEgCTw9DLGnF/p9oAXPS/P/hzzS6PIzL+cDDFrgIwxmsN40pxcZMqANR7crzH0VgCYHLRv+tZDL7YGcnq2ndnMiFIqqvM6bMaAGOCw/+uaZa1/NH0dR5GYgmAycMt5yYw/OqmANz5yVy+mr3B44jMmbCRAI0JHtPduVmG/LSU3YdSPIvDEgCTpz7N4rKmt3zs20W8PXWNxxGZ03Ukxfv2RmOMI650ER7oXAeAFs9N8iyOoEkAROQhEVkiIotF5AsRKSwiCSIyU0RWichXIhLjblvIvb/aXR/vbfSh64J6FRh1VzsAho1bzgtjl3kckTkdNhKgMcHloS51s5aHjF7iSQxBkQCISBxwP9BSVRsCkUBf4EXgFVWtA+wFbnN3uQ3Yq6q1gVfc7Uw+aRkfy7gHnEtYRkxbS/+vEj2OyJyqw0etBsCYYLNwSFcAPvozyZNLr4MiAXBFAUVEJAooCmwFOgGj3PUfA33c5d7ufdz1nUVEAhhr2Dm7ckmmPXIBAN/N38z17830OCJjjCnYShaO5uUrmwDOpdeBnp01KBIAVd0MvAxswPni3w/MBfapambvpU1AnLscB2x0901zty+b27FFpJ+IzBGROTt37sy/JxEGqpctyuxBFwLwx+pddPnvVI8jMsFKRJJEZJGIJIrIHLdsiIhsdssSRaSnz/YD3Sa9FSLSzbvIjQmsK1pUpVSRaABu/GBWQB87KBIAESmD86s+AagCFAN65LJpZnqU26/9XFMnVR2hqi1VtWX58uX9EW5YK1+iUFbptY33AAAgAElEQVS11aodh2g0eILHEZkgdoGqNlXVlj5lr7hlTVV1LICI1Mdp8msAdAfeFJFID+I1xhOZP6x+X7WL2Ul7Ava4QZEAABcC61R1p6qmAt8B5wCl3SYBgKrAFnd5E1ANwF1fCgjcqxbmShaOZvmzzgxXB1PSiB8wJuBVVyak9Aa+VNUUVV0HrAZaexyTMQETExXB57e3AeDKt2eQlh6Y6dmDJQHYALQVkaJuW35nYCnwK3CFu81NwI/u8mj3Pu76KWrfQAFVODqS1c8fq6RJGDg2YG9aUyAoMFFE5opIP5/ye0VkoYh84Nb8gU+Tnsu3uc+YsHBO7XK0indOifYv/hqQxwyKBEBVZ+J05psHLMKJawTwGNBfRFbjtPG/7+7yPlDWLe8PDAh40IaoyAjWvpDVjEvtQeOCYnxrExTOVdXmOE1594hIR+AtoBbQFKevz3/cbU+qSc/685hQ9/WdziXX2w4kM3rBlhNsfeaCIgEAUNXBqlpPVRuq6g1udeBaVW2tqrVV9UpVTXG3TXbv13bXr/U6/nAVESGsG9qTYjFOk229J8dzwK45D3uqusX9fwfwPdBaVberarqqZgDvcqyaP6tJz+Xb3Od7TOvPY0KaiDDxoY4A3P/F/HwfwTNoEgBTcIkIS57pTs3yxQBoPGQiOw96N7yl8ZaIFBOREpnLQFdgsYhU9tnsUmCxuzwa6OsO8JUA1AEC2x3amCBRt2IJrmnt5MMN87mTtSUAxm+m/Ot8zqnlXI3Z6vlJbNxzxOOIjEcqAn+IyAKcL/IxqjoeeMm9NHAhcAHwEICqLgG+xun3Mx64R1WtLcmEraGXNc5afvO31fn2OJYAGL/6/I629G7qTHfZ4aVfWbHtoMcRGV+ZTTX5yW26a+LeGqjq8275DaraSFUbq+olqrrVZ5/nVbWWqp6lquPyPUhjgtysQZ0BeGn8CrbtT86Xx7AEwPjdq32bcXv7BAC6DZ/G3PV2hWawKFE42usQjDEnoUKJwjzesx4AbYdOzpfHsATA5IsnLqrPY92dN+/lb83g1xU7PI7IAJQoHHXijYwxQaFfx1pZyw9/s8Dvx7cEwOSbu8+vxYuXNwLglg9n82PiZo8jMpYAGFOwLHnaGRl71NxNLN92wK/HtgTA5KurW1Xn7eubA/DAl4l8/GeStwGFuWKFLAEwpiApViiKN69zPkO7D//dr6OuWgJg8l33hpX5/A5nmMvBo5fwyi8rPY4ofBWLsQTAmIKmZ6PKVC1TBIBL3/zTb8e1BMAExDm1yjH63nMBeHXyKgZ9v8jjiMKTNQEYUzBNdadjT9y4j2kr/TMSpn0amIBpXLU0k/91Hp3/M5XPZm5g16EU3rmh5Yl3NH5jVwGYUBQ/YMxJbVc0JpLqsUWpFluU6j63arFFqVqmCIWjg3cSysgI4du723H5WzO48YNZrHyuBzFRZ/Yb3hIAE1C1yhdnxsBOtBs6hQlLttP7jen8eM+5XocVNqwGwISzI0fTWb7tIMsDPD5JdKTkmnRUjy1KjbJFKXqSTXMtasRywVnl+XXFTpo/+wuL3Q6Cp8s+DUzAVS5VhPlPdqHZs7+wYOM+2rwwiZmPX+h1WGGhuHUCNCEoaVgvANLSM9i6P5mNe4+wcc8RNuw5woY9f7Nxj3N/9+GjnsSXmq6s3XmYtTsP++2Yh9yp2DOf++mwTwPjiTLFYljydDcaDJ7A9gMpxA8Yw7qhPXFmgzb5xa4CMKEsKjKCau6va2qdeHt/ychQdh5KcRKO3U7icSwBOcKOIJ0bxT4NjGeKFYpi5XM9qPuEM/JrwsCxrHmhJ5ERlgTkl+LWBGCM30VECBVLFqZiycK0io/167H3H0nljpFzmJX0zxFVC0efWR8AuwrAeComKoI1L/TMul/r8bEcTcvwMKLQZn0AjCkYZq7dTfyAMTR5ZmLWl3/DuJLMeeJCFjzVFYBCUWfWadE+DYznIiOEdUN7kjBwLAB1nxjHkqe7WXV1PihpCYAxQSsjQ3l54gre/G1NtvIHL6zDA53rZDWR7jjgTA5kVwGYkCAiJA3rRZsXJrH9QAoNBk9g/pNdKFMsxuvQQopdBmhM8NlxIJnr35/Jyu2HspV/e/c5tKhR5h/bp7i1pDGRlgCYEDLz8Qvp/fofLNi0n2bP/sKMgZ2oXKqI12GFjKIBmA7YGHNyJi3dzu0j52Qra1+7HG9e35ySx0nWj6Y7CUChM+wDYAmACTo/3tuefiPnMHHpdtoNncKUf51HzfLFvQ4rJNhlgMZ4KzU9g8Gjl/D5zA3Zyp++pAE3nRN/UsdISbUaABPCRtzYkse/X8TnMzfQ6T9T+ene9jSqWsrrsAo8SwCM8cb63Ye54u0Z7PS5JLBQVAQ/3nsu9SqVPKVjZdUAWB8AE6peuLQR5YoX4rXJq7j49T/4/I42nFOrnNdhFWhRZ/iLwRhzar6bt4n+Xy/IVnZR48q8fGWT0x56OPNKKbsKwIS0/l3qEls0miE/LeXad2fy9vUt6N6wktdhGWNMnpJT0+n/dSJjF23LVj786qb0aRZ3xsdPSUsHQugqABE5C/jKp6gm8BTwG/A2UBhIA/5PVWeJcz3Eq0BP4Ahws6rOC2jQJiBuPjeBMsVieODLRO76dC4vXt6Iq1tV9zosY4zJZtnWA/R+fXpWFT1ApZKF+frOdlQvW9Rvj5NZAxAyCYCqrgCaAohIJLAZ+B54F3haVceJSE/gJeB8oAdQx721Ad5y/zchqHfTOEoWieaWD2fz2LeL2HM4lbvPD+BYn8YYkwtV5cPpSTzz89Js5de3rc7gixsQnQ/Nbilpod0HoDOwRlXXi4gCmT0kSgFb3OXewEhVVeAvESktIpVVdasH8ZoAuOCsClnTYb44fjm7D6XwxEX1vQ7LGBOG9v+dyl2fzGXG2t3Zyt+/qSWdz66Yr48dcjUAOfQFvnCXHwQmiMjLOEMXn+OWxwEbffbZ5JZlSwBEpB/QD6B6das2Luha1IhlwoMd6TZ8Gu/9sY5dh1IY3reZ12EZY8LEnKQ9XPH2jGxl9SqVYOStralQsnBAYjgaqgMBiUgMcAkw0C26G3hIVb8VkauA94ELgdxmjNF/FKiOAEYAtGzZ8h/rTcFzVqUS/P7oBXR46Vd+SNzCjoMpfH5HW6/DMsaEqIwMZfiklbw2ZXW28nsvqE3/LnWJCPAEZpmdAENxIKAewDxV3e7evwl4wF3+BnjPXd4EVPPZryrHmgdMiKsWW5TZgy6k1fOT+HPNbjr/5zcm/+t8r8MyxoSQnQdTuPGDWSzbeiBb+dd3tqN1gn9n/TsVx4YCPrPLAIPxouBrOFb9D86X+nnucidglbs8GrhRHG2B/db+H17KlyjEwiHOrFhrdh6mwVPjcbqEGGPM6ft1xQ7iB4yh1fOTsr7829aMZcHgriQN6+Xplz8cGwgopPoAiEhRoAtwp0/xHcCrIhIFJOO25wNjcS4BXI1zGeAtAQzVBImShaNZ/mx36j05nsNH00kYOJZ1Q3tmzZpljDEnIy09g2d+XsrIGeuzlT/R62xua58QVJ8pmUMBh9RVAKp6BCibo+wPoEUu2ypwT4BCM0GscHQkq5/vQe1B4wBIGDiW1c/3sFHvjDEntHHPEa5+ZwZb9idnlUVGCKPvPZcGVYJz+PGQrAEw5nRFRUawbmhPEgaOBaD2oHEsf7b7aQ+1aYwJbT8mbuaBLxOzlXVrUJHhVzejSJDPmnk0xMcBMOaUiQhJw3rRaPAEDqakUe/J8Swc0vW402oaY8JHcmo6j45ayOgF2fuL//uKxlzZsloeewWfrKsALAEwJrtFT3ejy3+nsmrHIRoPmcjsQRdSvkQhr8MKKyKSBBwE0oE0VW0pIrE4w33HA0nAVaq614b1Nvlt5faD9H59On+npmeVlS0Ww6i7zyGhXDEPIzs9/hoIyBpJTUj6pf95tK/tzBzY6vlJbNxzxOOIwtIFqtpUVVu69wcAk1W1DjDZvQ/Zh/XuhzOstzFnbOSMJOIHjKHrK9Oyvvz7tqrGyud6MPfJLgXyyx9CfyRAY87Yp7e3of9XiXw3fzMdXvqV8Q92OOV5t41f9caZxwPgY5yJvh7DhvU2fnQwOZX/+2wev6/ala38nRta0K1BaMwkmmLTARtzYv+9uinlShRixLS1dB/+O6PuakfLeG+v4Q0TCkx05/J4xx2Rs2Lml7qqbhWRCu62Nqy3OWPzNuzlsjf/zFZWq3wxPru9LZVKBWaI3kAJ2aGAjfG3x3ueTWyxGIaNW84Vb8/gw5tbcUG9Cife0ZyJc1V1i/sl/4uILD/Otjastzktqsr/pqzmv7+szFZ+13m1eLTbWQEfojdQ7DJAY07BXefVIrZoDI9+u5BbPprN8Kub0qdZnNdhhSxV3eL+v0NEvgdaA9szq/ZFpDKww93chvU2p2T3oRRu+Wg2Czftz1b++R1tOKdWOY+iCpyQHAjImPx0VatqlCwSzV2fzuXBrxLZd+QoN5+b4HVYIUdEigERqnrQXe4KPIMzfPdNwDD3/x/dXUYD94rIl0AbbFhvk4dpK3dy4wezspW1qFGG925sSZliMR5FFXgpVgNgzKnr3rASX9zRlmve/YshPy1lz+Gj9O96ltdhhZqKwPfu0KlRwOeqOl5EZgNfi8htwAbgSnd7G9bb5Ck9Q3l+zDI+mL4uW/mAHvW4s2PNoBqiN1DsKgBjTlO7WmX56d72XPz6H7w2ZTU7Dx1l6GWNvA4rZKjqWqBJLuW7gc65lNuw3uYfNu/7m74jZrBxz9/Zyn+6tz2NqgbnEL2BcmwgILsKwJhT1qhqKab86zw6/WcqX8zawK5DKbx7Y8sT72iMyVdjFm7lns+zjwN14dkVeLVvM4oVsq8ssKGAjTljNcsX56+BnWk7dDK/LN3OJa//weh723sdljFhJyUtnYHfLuK7+ZuzlQ+9rBHXtLZLPnOyJgBj/KBSqcIkPtWFps/8wsJN+2n9/CRmDbrQ67CMCQurdxzi0jenczA5LausVJFovr37HGpXKO5hZMEtxWoAjPGP0kVjWPpMN+o/NYEdB1OIHzCGdUN7hmXnImMC4fOZG3j8+0XZyi5vXpUXLmt4xu3a4cBqAIzxo6IxUax8rgd1nxgHQMLAsax5oSeRITqQiDGBdjgljfu+mM+U5Tuylb95XXN6NqrsUVQFU9ZAQDYSoDH+ERMVwdoXelLz8bEA1Hp8LCuf63HGWbYx4Wzhpn1c8vr0bGU1yhblizvaUqV0EY+iKtjSM5yBMKMsATDGfyIihHVDe5Iw0EkC6j4xjiVPd7Pex8acAlXlralreGn8imzlt7dPYGDPs61mLUjYp5oxOYgIScN60W7oZLbuT6bB4AnMf7JLWI00Zszp2Hv4KLd+PJv5G/ZlK//kttZ0qFPeo6hMXiwBMCYPMwZ2ps8b00ncuI9mz/7CjIGdqFzKqiyNyenPNbu49t2Z2cqaVCvNhze3ItYS5/9n777Do6i6B45/Tyq9E6SH3nvoKiBS9SdiBSygIIroq9ixvb4q9t5FxIKgooKgUgUURFqA0FvovRNq+vn9MRPcxAQSSLKb7Pk8zz7ZvXNn9uxmZ+fsnTv3+ixLAIw5h5+HtueeMUuZtmYfbV+ezayHO1CjrF2eZExSsvLqtPWMnLslVfkjXWsztFNNu4omD7AEwJjz+OS2Fjz98yq+WbiDzm/+yeT72tO4Uglvh2WMV+yLiaXfZwvZcuhUqvKJ97ajWZWSXorKXAif6N4sInVEJMrjdlxEHnSX3S8iG0RkjYi85rHOcBGJdpd18170xh+8eG0jHuhcC4BrPpjP39GHvByRMblr2up9hD/xG21ennX24N+hdllW/68b2165yg7+eZBPtACo6gagKYCIBAK7cWYT6wT0AhqrapyIhLl16gN9gAZABeB3EamtqkleeQHGLwzrUpvSRUJ4dtIa+o1axMe3NKeHXb9s8rH4xGSemriKH5buSlX+Qq8G3NY23DtBmWzjEwlAGp2Bzaq6XUReB15R1TgAVU0ZQaIX8J1bvlVEooFWwAKvRGz8xu1twylRKIT/fLucIWOX8cp1jehjY5WbfGbLwZNc//HfHD2dcLascEggPw9tT61yRb0YmclOvpgA9AG+de/XBi4TkRFALPCIqi4BKgILPdbZ5Zb9i4gMBgYDVKliX9Tm4l3TpALFCgQx4IslPDFhFUdOx3Nvx5reDsuYizZ+yU4e+2llqrJeTSvw6vWNKRBsQ/TmNz6VAIhICHANMNwtCgJKAm2AlsB4EakOpNe9VNPbpqqOBEYCREREpFvHmKzqWCeMn4a04/qP/+a1aRs4cjKep6+u7+2wjMmy0/GJPPBdFDPX7k9V/l7fZlzTpIKXojK5wacSAKAHsExVUz6Ju4AJqqrAYhFJBsq45ZU91qsE7MnVSI3fa1G1JNMfvJxu78xl1F9bOXgyjnf7NPN2WMZkyurdMfzfB3+hHj+LKpYoyHeD21C5VCHvBWZyja8lAH35p/kf4GfgCuAPEakNhACHgMnAOBF5C6cTYC1gcS7Hagx1LinKvMc6cdlrc5gUtYeDJ+IYd1cbb4dlTLpUlc/mbeGlKetTlQ9oF87TV9W76LHlTd7iMwmAiBQCugB3exSPBkaLyGogHujvtgasEZHxwFogERhqVwAYb6lcqhCRT19JxIu/8/fmw1zx5h/Mfrijt8My5qyY0wnc9XUki7cdSVX+5R0t6VgnzEtRGW/zmQRAVU8DpdOUxQO3ZlB/BDAiF0Iz5rzKFAll5XNdafzcDLYcPEW9Z6ax9vluNhqa8apFWw5z88iFqcoaVCjGl3e0omzRUC9FZXyFzyQAxuR1xQoEs/6F7tR9ZhpnEpKoNnwKW17qSYDNfGZyUXKy8vqMDXz8x+ZU5Q90rsWDV9aypNScZQmAMdmoQHAg0SN6UPOpqQBUf3IKm0b0INjOrZocduB4LLeMWsSmAydTlf80pC0tqpbyUlTGl1kCYEw2CwoMYOvLPak2fAoAtZ6ayvoXutt11CZH/L52P4O+jkxV1r5maT6+tQXFCgR7KSqTF1gCYEwOEBG2vXIVjZ6bzonYROo+M40V/+1K8YK5/4Ucm2D9Y/ObhKRknp20hm8X70hV/tz/1WdA+2peisrkNZYAGJODVj3XjW5vz2XD/hM0+d8MFj/VmbCiBXI1hpNxibn6fCbnbD98ihs+WcDBE3Fny0KCApg0tD31yhfzYmQmL7IEwJgcNn3Y5dz2+SLmbTpEqxGzmPtoJ6qUzr2BVk5ZApDn/bR0Fw//sCJV2VWNy/PmjU3s1JK5YJYAGJMLxgxszUPjo5iwbDeXvz6HaQ9eRt1LcucX24lYSwDyotiEJB4aH8WUVftSlb91UxOua17JS1GZ/MQSAGNyyVs3NaVskVA+nbuF7u/M48d72hIRnvO9s+0UQN6yds9xen34FwlJ/4zRG1Y0lB/uaUvV0oW9GJnJbywBMCYXDe9Zj1KFQ3h56npu+GQBXwxoSae6OTsSm7UA+D5V5Yv523j+17Wpyvu1rsL/rmlgl5GaHGEJgDG57O4ONShZOITHflzJHV8u4Z2bm3Jts3Rns84WJ2ITzl/JeEXMmQTuGbOUBVsOpyr/vH8EneuV81JUxl9YAmCMF9wUUZkSBYMZPGYpD34fxZFT8dx5ac5cvuWtToAiEghEArtV9WoR+RLoAMS4VQaoapQ4Q9O9C/QETrvly7wRc26J3HaEGz5ZkKqsTrmijBnYirBiuXuViPFflgAY4yVdG1zCd4Pb0GfkQp7/dS1HT8fzcNc62f48J+O8Ng7AA8A6wLO346Oq+mOaej1wZvSsBbQGPnb/5ivJyco7v2/kvdnRqcqHdqrBw13q2JDRJtdZAmCMF7WpXppf77+Uq9//i/dnR3PoZDwvX9coW5/jZFzunwIQkUrAVTgTdj10nuq9gK/dmT4XikgJESmvqntzOs7ccPBEHLePXsy6vcdTlX8/uA2tq5fOYC1jcp4lAMZ4WcOKxZnzSEc6vfEH3y7ewcETsYzq3zLbtu+lToDvAI8BRdOUjxCRZ4FZwBOqGgdUBHZ61NnllqVKAERkMDAYoEqVKjkUdvaZs+EAd3yxJFVZq2ql+Oy2CIoXsiF6jfdZ11JjfEC1MoVZ9GRnAH5fd4D/e/+vbNt2bicAInI1cEBVl6ZZNByoC7QESgGPp6ySzmb0XwWqI1U1QlUjypYtm50hZ5vEpGSenbSa8Cd+S3Xwf/qqemx9uSfj725rB3/jM6wFwBgfUa5YAaKe7ULT52eyancMES/+TuTTV170dr3QAtAeuEZEegIFgGIi8o2q3uoujxORL4BH3Me7gMoe61cC9uRatNlg55HT3PTpAvbGxJ4tCxCYfN+lNKxY3IuRGZMxawEwxoeUKBTC2ue7AXDoZBzhT/yGc2r8wuX2VQCqOlxVK6lqONAHmK2qt4pIeQC31/+1wGp3lcnA7eJoA8TklfP/k6J2E/7Eb1z22pyzB/9uDcqx9vlubHn5Kjv4G59mLQDG+JhCIUFsfLEHtZ+eCkC14VPY/FJPAi+wl7gPjQQ4VkTK4jT5RwH3uOVTcC4BjMa5DPAO74SXObEJSTz640p+WZG6keK1GxpzU0TlDNYyxvdYAmCMDwoJCmDLSz2p/uQUAGo8OYUNL3YnNCjrE794MwFQ1T+AP9z7V2RQR4GhuRfVhdm4/wS9PpjPGY/plUsXDuHHIe2oVsaG6DV5jyUAxviogABh68s9qfHkFJIV6jw9jTX/60bh0KzttjYS4MX5esE2np20JlXZzRGVeeHahoQE2VlUk7su9pSgJ0sAjPFhIsKWl6+i/Suz2X3sDA3+O51lz3ShVOGQTG/juM0FkGUnYhO4d+wy5m06lKr8k1tb0L3hJV6KyhhITHYSgKBsGDjKZ9JXEakjIlEet+Mi8qDH8kdEREWkjPtYROQ9EYkWkZUi0tx70RuTs+Y/cQUtqpYEoPkLM9lz7Eym141PTM6psPKdZTuOEv7EbzR6bsbZg3/1soVZOLwz2165yg7+xutS9ufsaH3ymRYAVd0ANIWzY4jvBia6jysDXYAdHqv4xfChxqT4aUg7hnyzlKmr99Huldn8/lAHaoYV8XZYeZ6q8t6saN7+fWOq8rsvr85j3etecOdLY3JCnJsAhOanBCCNzsBmVd3uPn4bZ1SxSR518vXwocak5+NbW/DfSav5asF2rnzrTyYNbU+TyiW8HVaedPhkHAO+WMKq3TGpyscNak27mmW8FJUx55YvWwDS6AN8CyAi1+DMJrbCuXz4rEwNH2pMfvO/Xg0pVTiUt3/fSK8P5zN2UGva2wEr0+ZuPMjtoxenKmtRtSSjbo+gZBb6VhjjDfk6ARCREOAaYLiIFAKeArqmVzWdsn91j8xr44cbkxkPXFmLUkVCeObn1dwyahEf3dKcno3Kezssn5WUrLz421q+mL8tVfnj3etyT4fqpPlxYYzPikt0LkO9kEuC0/K5BADn3P4yVd0vIo2AakDKr/9KwDIRaUUmhw9V1ZHASICIiIjsu37CGC+7rU1VShQM5v5vl3Pv2GW8fF0j+rayJNfT7mNn6DNyATuPpO40Ofm+9jSuZKdOTN6T0gcgJDAftgAAfXGb/1V1FRCWskBEtgERqnpIRCYD94nIdzid//LM8KHGZJf/a1KBYgWD6T96McMnrOLIqXiGdqrp7bC8bm/MGdq+PDtVWee6YbzXt1mWx1EwxpfEJ+XTUwBuk38X4O5MVM9Tw4cak1M61C7LhHvbcd1Hf/P69A0cPhnPs/9X39thedV7szadvf9S70b0a20tIyZ/iEvIp1cBqOppoPQ5lod73M8Tw4cakxuaVynJzGGX0+XtuYyev5VDJ+N4r28zb4flNS9f15iXejeyc/sm38nOFgCfGQjIGHNxapUryl+PdwJg8oo99Bm5INVyf7uc3Q7+Jj+K94NxALxi1rr9TF+zj+DAAIIDAwgKEIKDnPvBAUJQYADBgUJIUABBAQEEBQohKXUDheBAObtucKAQFODcDwmSDOo7922gEZNdKpUsROTTVxLx4u8s3HKETm/8cXZZ0QLB3gvMGJMt8vtVAF4z8KtIb4eQ5wQFyNmExzOxCXHvBwUEEBwUQEjguZKgNImTez/EvR8U4CRdZ5Myj7ppk6mUxCskKGWZk7wFBzpxpKyfn5OuMkVCWfVcVxo9N4Oth06dLS9awHZ3Y/K6fD0OgDf98UhHFm09THySkpiUTGKSEp+UTIJ7PyE5mYREdR4nJ5OQ5Nx3bs46Ce46iUnJJCYr8Ynu+sn67+2595Pz8MWJiclKYnISZ2zCuVzzT+tSxq1RQYEBNK5UnJW7/hnlrnCI7e7G5HXx+fwyQK8JL1OYcJvXO9NUlcRkN5FJdBKklMQmPk2SczZBSlYS3KQoITklaUomPskpT5tYOdtIs51kd51E535GiVWq50xKdp7Xfc68nHQ570fWk65OdcPOX8kY49OquceoZlUufhwLSwDMBRP5p98DNoJqrkhOVrfVxUm64t3WqPSTIOfv0dPx7IuJ5ba2Vb0dvjHmIrWuXprIp6+kTJHQi96WJQDG5CEBAUJIgBCCJV3G+KvsOPiDXQZojDHG+CVLAIwxxhg/ZAmAMcYY44csATDGGGP8kCUAxhhjjB+yBMAYY4zxQ+JMqucfROQgsP0iN1MGOJQN4WQXi+fcLJ5zSy+eqqpa1hvBZFY27cve5Gufg5zmb68XfOc1Z7g/+1UCkB1EJFJVI7wdRwqL59wsnnPztXj8hb+97/72eiFvvGY7BWCMMcb4IUsAjDHGGD9kCUDWjfR2AGlYPOdm8Zybr8XjL/ztffe31wt54DVbHwBjjDHGD1kLgDHGGOOHLAEwxhhj/JAlAB5EpICILBaRFSKyRkT+l2b5+yJy0uNxqIh8LyLRIrJIRMJzIx5xjBCRjSKyTkn4zooAACAASURBVET+41H+nhvPShFpnkvxdBaRZSISJSJ/iUhNtzxH3x+PuAJFZLmI/Oo+ruY+3yb3+UO8HM9YEdkgIqtFZLSIBLvlOfr/yigej/Jc/Tz7GxEpISI/ish6dz9tKyKlRGSm+9mcKSIl3bq58lnIKSJSx93/U27HReTB/Pp6AURkmPs9uFpEvnW/H7363ZNVlgCkFgdcoapNgKZAdxFpAyAiEUCJNPUHAkdVtSbwNvBqLsUzAKgM1FXVesB3bv0eQC33Nhj4OJfi+Ri4RVWbAuOAp936Of3+pHgAWOfx+FXgbVWtBRx14/BmPGOBukAjoCAwyC3P6f9XRvF46/Psb94FpqlqXaAJzv/gCWCW+9mc5T6G3Pss5AhV3aCqTd3vgBbAaWAi+fT1ikhF4D9AhKo2BAKBPnj/uydrVNVu6dyAQsAyoDXOP3cOUB446VFnOtDWvR+EM+qT5EI8i4Ga6dT5FOjr8XgDUD4X4tkAtHbLhwMv5db7A1TC+WK5AvgVEPd5gtzlbYHp3oonneXDgBG59f9KLx5f+Dzn9xtQDNia9v3z/B+77/+G3Pos5OJr7wrMz8+vF6gI7ARKufvKr0A3b373XMjNWgDScJtLo4ADwExVXQTcB0xW1b1pqqd8CFDVRCAGKJ0L8dQAbhaRSBGZKiK10sbj2uWW5XQ8g4ApIrILuA14JW08OfX+AO8AjwHJ7uPSwDH3+SD1e+CNeM5ym/5vA6aljSedWHMyHq99nv1IdeAg8IV7+mWUiBQGyqW87+7fMLd+bnwWcksf4Fv3fr58vaq6G3gD2AHsxdlXluLd754sswQgDVVNUqcZqxLQSkQuB24E3k+nuqS3iRyOpyEQCsSqM8zkZ8BoL8czDOipqpWAL4C3ciMeEbkaOKCqSz2Lz/Gc3ojH00fAXFWd5614RKQCXvw8+5EgoDnwsao2A07xT/N3evLFe++e874G+OF8VdMpyzOv1+3L0AuoBlQACuOc1kgrV757LpQlABlQ1WPAH0AnoCYQLSLbgEIiEu1W24VzLh4RCQKKA0dyOJ7u7vP+5C6aCDROG4+rErAnh+PpATRxWwIAvgfapY0nh96f9sA17v/lO5xm7neAEu7zQer3INfjEZFv3Of7L1AWeMijfk7/v9J7f9bgA59nP7AL2OWxX/yIkxDsF5HyAO7fAx71c2XfzWE9gGWqut99nF9f75XAVlU9qKoJwASc7z1vffdcEEsAPIhIWREp4d4viPNPXqqql6hquKqGA6fV6cgBMBno796/AZit7kmeHIxnPfAzzpc5QAdgo0c8t7s9bNsAMek082Z3POuA4iJS263WhX86nOXo+6Oqw1W1kvt/6eNu/xac89s3uNX6A5O8GM+tIjII5/xgX1X1bIrP0f9XBvGU9Nbn2Z+o6j5gp4jUcYs6A2tJ/R6n/Wzm2GchF/Xln+Z/yL+vdwfQRkQKiYjwz//XK989F8zbnRB86YbzS3o5sBJYDTybTh3PTlMFcJq6onE65lXPjXhwem//BqwCFuD8AgenmelDYLO7LCKX4untPt8KnFaB6rnx/qSJrSP/dHKr7j5ftPv8oV6OJ9H9n0S5t5T3LUf/XxnF463Ps7/dcK6UiXT3l5+BkjjnfWcBm9y/pXL7s5CDr7cQcBgo7lGWn1/v/3B+kK0GxuCcmvX6d09WbjYUsDHGGOOH7BSAMcYY44csATDGGGP8kCUAxhhjjB+yBMAYY4zxQ5YAGJPLROR+cSYHWiMir6WzvLKIzBFnApk1IvJAOnUeEREVkTLu417upCpR7giRl2Yijn9NVpM9r9AY/3G+/dmtM1pEDojI6jTlGU2WVFxEfpF/Jl67IxNxZHl/tgTAmBwiIh1F5Ms0ZZ1wRhBrrKoNcIYTTSsReFidiZ7aAENFpL7HNirjjLeww2OdWTiXgzYF7gRGZSLE9CarMcak4yL2Z4AvcQZxSyujyZKGAmvVmXitI/CmO8riuWR5f7YEwGQbEflDRGJF5KR72+CWP+lRdlJEzohIssev15tE5G8ROS0if6TZZhkRmS8ih0XkmIgsEJH2Xnh52WUI8IqqxgGo6oG0FVR1r6ouc++fwNmRPcdJfxtnfH/1WOek/nNNb2HPZSLyqIgscVsIUqZwLgZcDnzurh+vzuiOxgAgIn3cX5KnRGSziFzmlnd2f2Wedluqqnqs85qI7BRnOuDtIvJUmm1eIc7U4cdFZIuIDM7t15XNzrs/u+VzSX/kv17AV+79r4BrU1YBirqDDBVx102E7N2fLQEw2e0+VS3i3uoAqOpLHmVFcKbC/ENVD7nrHMEZwveVdLZ3EucXbVmcgVReBX6Rf4bbzGtqA5eJMyf4nyLS8lyVxZk3vBmwyH18DbBbVVekU7e3iKzHGSTqTresK86Uq61wBqZpIc78FhlNVmMMItIFZ1+7AyiKc3DZ4ibtE4BncGbCi8QZ/jvF5zjTlBfDGRq3n4hc524zGGfo8k9xhsK9GXhLRJrkyovKGVnan9OR0WRJHwD1cIYSXgU8oKrJ2b0/WwJgcpWb0d7GP1kvqvq7qo4nnbHAVTVWnbnGk3FGD0vCSQRK5VLIWeZ+GUThNMNf456XjxKRbjiTxJTEadp/FBjvvifpbacIzpwPD6rqcREpBDwFPJtefVWd6Db/XQu84BZ3dW/LcaZvrovzBZLVyWqMf/kf8LyqLlTVZFXdrc4MeNcBa1T1B1WNBZ4DmohIXQB3Xz3lsZ1knLknwNlniwFj1LEEp3WrPj4su/bnLOqGM2poBZwD/Qfur/xs3Z8tATDZ7WUROeQ223dMZ/llQDn+mcwoU0RkJRCLM6b2qIya2nyBqrZ2z8UPwpl2t6l7m44zKcgE9wtwMc4XZJm023B/Lf0EjFXVCW5xDZzZx1aIM5FPJWCZiFyS5vnnAjXcX2sCvOwRQ01V/ZyMJ6sxfk5EAoEIoKyIRIvILhH5QJz5PxrgDPkNgHuw3+yWp6z/hIicxPmMFQbGuXX348wTcIc404q3BaoCf+XSS7sg2bE/n0NGkyXd4bHdaGArzsE+W/dnSwBMdnocpymqIjASp6m+Rpo6/YEfVfVkVjasqo1xfj30w8e/MM7j7ERO4kygFAIc8qzg/oL4HFinqilTK6Oqq1Q1TP+ZyGcX0FxV94lIzZRfHiLS3N3uYWA6cKfbmoCIVBSRMM14shpjygHBOJPWXIbzC7QZ8DTO+eiYNPVjcE4TAKCqr7iPm+OMke9Z/1ucFqw4YB7wlKruzJFXkTvOuz+fR0aTJe3A2ScRkXJAHWAL2bw/WwJgso2qLlLVE6oap6pfAfOBninL3V8QN+LR/J/F7ceq6rfAE3n4vOFooLo4lwN9B/RXVRWRCiIyxa3THuc0yRUezY09M9qg63pgtdtU+SFws/vrYQbOL7AFIrIK55dBypf1/cBYt3WlKfBSdr5Qk2edcf++73ZIPQS8hbMvn8RJxD0VA054FrifveXutlI6qtXF6S9wO86BsgHwmIhclVMvJBdkZn9GRL7FmbitjtuiMtBd9ArQRUQ24VzZk9IP6gWgnbvPzgIeV9VD2b0/22RAJseIyFRgqqq+5z6+BRgBVNN0PnjiTJt7q6p2PM92o4FHVXVi9kdtjBGRnTi/zr92H1+P0wLwMc5Brr1bXhin81lzVV2fznaeBlqqai8RucHdZjOP5e8AQap6X46/KPMv1gJgsoU4g1B0E5ECIhLkHuwvx2myStEf+Drtwd89H1gApyNLgLuNYHdZGxG5VERCRKSgiDyO00S5CGNMTvkCuF9EwsQZnOZB4FecXvwNReR6d599FlipqutFJEBE7haRkuJohXM9+yx3m8uBWuJcCiju6cGr8ehTYHJXXr2UyvieYOBFnI4qSTjzZF+rqiljAVTEOVd2bzrr3obzhZPiDM5pggE4c2y/h9O3IAHnkpirVPVfVwwYY7LNCzid2TbidL4dD4xQ1Vi3NeAD4BucRLyPx3q9gZdxmvj3AO+7N1R1s4jcibM/V8XpGzAW99p1k/vsFIAxxhjjh+wUgDHGGOOHMpUAiMg2EVnl9kaOdMteF2c4yJUiMlFESrjlpcUZHvKkiHyQZjs3u/VTTZogIqEi8r17zekicUY/S1k23C3fIM7ACynl3d2yaBGxAUyMMcaYLMhKC0And+CBCPfxTKChe332RmC4Wx6LM0zkI54ri0hp4HWgszqTJpQTkc7u4oHAUVWtiTPO+avuOvVxzi81wJlI4SO3w1ggzqVOPXBGkeorHpOlGGOMMebcLvgUgKrOUNVE9+FCnFHJUNVTqvoXTiLgqTqwUVUPuo9/x7l2GVJPiPAj0Nkd1KQX8J17XflWIBpnDORWQLSqblHVeJzrL3td6Gsxxhhj/E1mrwJQYIaIKPCpqo5Ms/xOUk8IkZ5ooK7bvL8LZ7zylOkNKwI7AVQ1UURigNJu+UKPbezin1nRdqYpb32+F1GmTBkNDw8/XzVj/NrSpUsPqWpZb8dxLrYvG5M559qfM5sAtFfVPSISBswUkfXueOOIM91jIs7lHBlS1aMiMgQnUUgG/sZpFQBnfON/rXKO8vRaLtK9nEGc6SYHA1SpUoXIyMhzhWmM3xOR7d6O4XzCw8NtXzYmE861P2fqFEDKNdfuBCwTcZrgEZH+OAM53JLeyG7pbOcXd2KFtsAGYJO7aBdQ2d1mEM5UkUc8y12VcK4tzag8veccqaoRqhpRtqxP/6gxxhhjcs15EwARKSwiRVPu40xFuFpEuuNM/nKNqp7OzJO5LQi4I0vdizO9IqSeEOEGYLabUEwG+rhXCVTDmfZwMbAEZ0SpaiISgtNRcHJmYjDGGGNM5k4BlAMmOn3yCALGqeo0dzz2UJxTAgALVfUecC4bxJkgIkRErgW6qupa4F35ZxKX51V1o3v/c2CMu80juCNLqeoaERmPM6tRIjBUVZPc57gPZ5jZQGC0qq65iPfBGGOM8SvnTQBUdQvwr5nX3Ev2MlonPIPyvhmUx+LMEpfeshE4E8ikLZ8CTPn3GsYYY4w5HxsJ0BhjjPFDlgAYY4wxfshmAzQmn1JVrn7/L9bsOZ6qfOvLPXH77eRbqkq14VN4okdd7ulQw9vhGOOTrAXAmHwoKVm5e8zSfx38AfxhAtCIF38H4JWp6zkRm8Cnf26m/SuzeWvGBi9HZozvsATAmHwmNiGJId8sZcba/QDMergD21656uzygID8/esf4PCp+LP3Gz03g5enrichKZmP/9zMziOZumrZmHzPEgBj8pFjp+O5ddSiswf/O9tXo0bZIl6OKveNG5R6ZPDJ97Xnl/svJTBAeH26tQIYA5YAGJNv7Dl2hhs/WcDKXTEAlCgUzAOda51dXiTUf7r8tKtZ5uz9UoVDaFypBOWKFWDQpdWZvGIPq9z3yBh/5j/fCMbkYxv2naD/6MWcikvk9rZVGfXXVh7sXIvihYLP1pn9cId0+wTkV9teuYrDJ+MoXST0bNndHaozbvEOXpqyjnF3tc73nSGNORdrATAmj1u05TA3fvI3ijLurjbMWn+AGmULc0ubqqnqhRUrQKe6YV6K0js8D/4ARQs4rSILthzmj40HM1jLGP9gCYAxedi01Xu5bfRiyhYN5ach7Vi87QhbD53i6avqExxou3d6+raqQtXShXh16nqSkv3gkghjMmDfEMbkUWMWbmfI2GU0rFCMH+9pR+GQIN79fSOX1SpDxzoZz3wZHh5Oo0aNaNq0KREREQA899xzVKxYkaZNmwLUF5GeKfVFZLiIRIvIBhHp5lHe3S2LFpEnPMqricgiEdkkIt+7E3bhTur1vVt/kYiEn+85ckJIUACPdavL+n0nmLBsV04+lTE+zRIAY/IYVeXNGRt45ufVdK4bxthBbShZOIR3ft/IybhEnr6q/nnPbc+ZM4eoqCgiIyPPlg0bNoyoqCiAte5cG4hIfZzJuRoA3YGPRCRQRAKBD4EeQH2gr1sX4FXgbVWtBRwFBrrlA4Gj7jwib7v1MnyOi3uXzq1no0toUrkEb83cSGxCUk4+lTE+yxIAY/KQxKRkHv9pJe/PjqZPy8p8cmsLCoYEEn3gBN8s2kHfVlWoc0nR7HzKXsB3qhqnqluBaKCVe4tW1S2qGg98B/QSJ/O4AvjRXf8r4FqPbX3l3v8R6OzWz+g5coyIMLxHXfbGxPLF/G05+VTG+CxLAIzJI87EJ3H3mKWMj9zFfzrX4uXrGhHknucf8ds6CgUH8lCX2ufdjojQtWtXWrRowciRI8+Wf/DBBzRu3BggXERKusUVgZ0eq+9yyzIqLw0cU9XENOWptuUuj3HrZ7SttHEPFpFIEYk8ePDiO/C1qV6aK+uF8dEf0Rz1GDjIGH9hCYAxecCRU/H0G7WQORsO8OK1DXmoS+2zzfx/bjzInA0Hub9zzX/1ek/P/PnzWbZsGVOnTuXDDz9k7ty5DBkyhM2bN6ecAkgA3nSrp3cuQS+g/EK2lbpAdaSqRqhqRNmyGfdxyIrHu9flVFwiH8yJzpbtGZOXWAJgjI/beeQ0N3zyN2v2HOejW1pwq8flfYlJybz461qqli5E/3bhmdpehQoVAAgLC6N3794sXryYcuXKERgYSEBAAMBB/mmC3wVU9li9ErDnHOWHgBIiEpSmPNW23OXFgSPn2FaOq1WuKDdFVObrBdtsiGDjdywBMMaHRR84wfUf/82hE3GMHdSa7g0vSbX82yU72XTgJMN71CU06Pz95k6dOsWJEyfO3p8xYwYNGzZk7969ntVKAKvd+5OBPm4P/mpALWAxsASo5fb4D8HpxDdZVRWYA9zgrt8fmOSxrf7u/RuA2W79jJ4jVwzrUpvAAOENmyjI+BkbCdAYH7Xt0Cn6fbYIBX4c0o7a5VJ37os5k8DbMzfSulopujW4JP2NpLF//3569+4NQGJiIv369aN79+7cdtttREVFpZxWKAYMA1DVNSIyHlgLJAJDVTUJQETuA6YDgcBoVV3jPs3jwHci8iKwHPjcLf8cGCMi0Ti//Puc7zlyQ8oQwR/Mieb2tlVpUbVUbj21MV4l6g9zg7oiIiLU87InY3zV7mNnuOmTBZyOT+T7u9v+6+AP8NKUdXw2bwu/3HcpDSsWz7bnFpGlqhqRbRvMAdm9L5+ITaDne/OIT0xm8n2XUq5YgWzbtjHedK792U4BGONjDhyP5ZbPFnI8NoExA1une/DfdugUX8zfyg3NK2Xrwd9fFS0QzGe3R3AiNpHBY5ba2ADGL1gCYIwPOXIqnls/X8SBE3F8eUerDA/uL09dR3BgAI92q5PLEeZfdS8pxts3N2XFzmM8OWEV/tQ6avyTJQDG+IiYMwncPnoR2w+fZlT/CFpULZluvQWbDzN9zX6GdKhBmDVVZ6tuDS7hoS61mbB8N6PmbfV2OMbkKEsAjPEBp+ISueOLxWzYd4JPbmtBuxpl0q2XlKy8+NtaKhQvwF2XV8/lKP3D/VfU5KpG5Xl56jrmbDjg7XCMyTGWABjjZbEJSQz6KpIVu2J4v28zOtXJeMren5btYs2e4zzeoy4FgnN0uHy/JSK8fmNj6l5SjP+MW070gZPeDsmYHJGpBEBEtonIKhGJEpFIt+x1EVkvIitFZKKIlHDLS4vIHBE5KSIfpNlOX3c7K0VkmoiUcctLichMd/awmSnDkIrjPXeWsJUi0txjW/3d+ptEpD/G5EHxickM+WYpC7ce5s0bm9C9YfkM656KS+T16RtoVqUE1zSpkItR+p9CIUF81j+CkKAABn8dScyZBG+HZEy2y0oLQCdVbepxOcFMoKGqNgY2AsPd8ljgGeARz5Xdkb/edbfTGFgJ3OcufgKY5c4eNst9DM5MY7Xc22DgY3dbpYD/Aq1xRiz7r8fY5cbkCYlJyTzw3XLmbDjIS70bcW2zfw1/n8rHf2zm4Ik4nrn6/LP9mYtXsURBPrmtBTuPnub+b5eTlGydAk3+csGnAFR1hseEHwtxhu9EVU+p6l84iYAncW+F3RnAivHPcJ+es4SlnT3sa3UsxBlitDzQDZipqkdU9ShOMtL9Ql+LMbktOVl59MeVTF29j2eurk/fVlXOWX/3sTN8Nm8L1zSpQPMqluvmlpbhpXihV0PmbjzIK1PXeTscY7JVZhMABWaIyFIRGZzO8juBqefcgGoCMARYhXPgr88/I4SVU9W9br29QMpJ0KzORGaMz1NVnp60monLd/NI19oMvLTaedd5dep6AB7vUTenwzNp9GlVhf5tq/LZvK38tHSXt8MxJttkNgFor6rNcZrkh4rI5SkLROQpnOE7x55rAyISjJMANAMq4JwCGH6udbjI2cPc583WKUSNuRiqyou/rWPcoh3c27EG911R67zrLNtxlMkr9jD48upULFEwF6I0aT19dX3a1SjN8AmrWLbjqLfDMSZbZCoBUNU97t8DwETcmcLczndXA7fo+UfNaOpuY7NbdzzQzl22323ax/2bcu1NVmciSy/2bJ9C1JgL9dbMjXz+11YGtAvP1CA+qsrzv6wlrGgo93SokQsRmvQEBwbwYb/mXFK8AHd+uYTfVu49/0rG+LjzJgAiUlhEiqbcB7oCq0WkO86kH9eoambm0dwN1BeRlKNwFyDlpJrnLGFpZw+73b0aoA0Q454imA50FZGSbue/rm6ZMT7roz+ieX92NH1aVua//5e5jnyTV+whaucxHulWh8KhNneXN5UsHMKYga2oUqoQQ8ct4z/fLufY6Xhvh2XMBcvMN0o5YKL7ZRUEjFPVae6MXqHATHfZQlW9B5zLBnE6+YWIyLVAV1VdKyL/A+aKSAKwHRjgPscrwHgRGQjsAG50y6cAPYFo4DRwB4CqHhGRF3CmJAV4XlWPXNhbYEzO+2L+Vl6btoFeTSswonejTB38z8Qn8erU9TSoUIwbmlfKhSjN+VQtXZifhrTj4z82896sTSzaephXrm98zrEbjPFVNhugMTns+yU7ePynVXRrUI4P+zUnKDBzXW/en7WJN2du5PvBbWhdvXQOR/kPf5wN8EKs3h3DsO+j2HTgJH1bVeHpq+pZK43xOTYboDFeMilqN09MWEWH2mV5r2+zTB/89x+P5eM/N9O9wSW5evA3mdewYnF+uf9S7r68Ot8t2UH3d+eyeKs1RJq8wxIAY3LI9DX7eGj8ClqFl+KTW1sQGpT5oXtfn76BxCRleE+77M+XFQgOZHjPenw/uC2CcPPIBYz4ba1NJ2zyBEsAjMkBf248yP3jltO4UnE+H9CSgiGZP/iv3h3DT8t2MaB9OFVLF87BKE12aVWtFFMfuIx+rarw2byt/N/7f7FqV4y3wzLmnCwBMCabLdxymMFfR1IzrAhf3tGKIlk4L6yqPP/rWkoVCuG+K2rmYJQmuxUODWJE70Z8eUdLjscm0Puj+XwwexP+1M/K5C2WABiTjZbtOMrAL5dQpVQhxgxsRfGCwVlaf/qafSzeeoRhXWpTrEDW1jW+oWOdMGY82IEejcrzxoyNPDx+BfGJyd4Oy5h/sS6rxmSTNXtiGDB6MWWKhjJ2UGtKFwnN0vpxiUm8NGU9tcsVoU/Lyudfwfis4oWCea9PU2qHFeHNmRvZGxPLJ7e1yHJCaExOshYAY7LBpv0nuO3zxRQJDWLsoNaEFSuQ5W18OX8bO46c5umr6mf6agHju0SE+zvX4q2bmhC5/Qg3fvI3u4+d8XZYxpxl3zLGXKTth09xy6hFBAYI4+5qQ6WShbK8jUMn4/hgdjRX1A3j8to2ZHV+cl3zSnx1Ryv2xsRy7YfzWb3bOgca32AJgDEXYfexM/T7bBEJScmMHdSa8DJZ77V/+GQcwyes4kxCEk/2rJcDURpva1ezDD8NaUdIYAA3fbqAOesPnH8lY3KYJQDGXKADJ2K5ddQijscmMGZga2qXK5ql9WMTkvjkz810fP0PZq8/wMNd61AzrEgORWu8rXa5oky8tx3VyhRm0NeRjFu0w9shGT9nnQCNuQBHTsVz66hF7D8ey5iBrWlYsXim101OVn5ZuYfXpm1g97EzdK4bxvCedakZlrUEwuQ9YcUKMP7utgwdt4wnJ65i19HTPNK1DgEB558bwpjsZgmAMVkUcyaB20cvYvvh03xxR0taVC2Z6XWXbDvCi7+uZcWuGOqXL8ZrNzSmfc0yORit8TWFQ4MYdXsEz0xaw0d/bGbX0TO8fmPjLI0UaUx2sATAmCw4FZfIHV8sZsO+E4y8PYJ2NTJ38N566BSvTl3PtDX7uKRYAd64sQnXNatov/z8VFBgAC/1bkjlUgV5bdoG9h2PZeRtLShRKMTboRk/YgmAMZkUm5DEoK8iWbErhg/7NcvUFLBHT8Xz3uxNjFmwnZCgAB7uUptBl1XP0tDAJn8SEe7tWJOKJQry6A8r6f3R34zqH0GNstYPxOQOSwCMyYT4xGSGfLOUhVsP8/ZNTenesPw568clJvH139t5f/YmTsYlcnPLygzrUpuwolkfH8Dkb72aVqRiiYLcPWYpvT+cz0e3tODSWnZayOQ8uwrAmPNITErmge+WM2fDQV7q3Yhrm1XMsK6q8uvKPVz51p+MmLKOZlVKMvWBy3n5usY+c/APDw+nUaNGNG3alIiI1NOEv/HGGwAtRKQMgIiUFJGJIrJSRBaLSMOUuiKyTURWiUiUiER6lJcSkZkissn9W9ItFxF5T0Si3e0191inv1t/k4j0z+G3wOdEhJfi56HtKV+8IP2/WMyYBdu8HZLxA9YCYMw5JCcrj/24kqmr9/HM1fXp26pKhnWXbj/Ki7+tZfmOY9S9pChf39nKZwf1mTNnDmXKpP6VuXPnTmbOnAkQ71H8JBClqr1FpC7wIdDZY3knVT2UZvNPALNU9RURecJ9/DjQA6jl3loDHwOtRaQU8F8gAlBgqYhMVtWj2fNq84bKpQrx073teODb5TwzaQ2bDpzk2attVEiTc+yTZUwGVJWnsrbmjAAAIABJREFUJ61mwvLdPNK1NgMvrZZuvR2HTzN07DKu//hvdh09w6vXN+K3/1zmswf/jAwbNozXXnstbXF9YBaAqq4HwkWk3Hk21Qv4yr3/FXCtR/nX6lgIlBCR8kA3YKaqHnEP+jOB7hf9gvKgIqFBjLw9gsGXV+frBdu548slxJxJ8HZYJp+yBMD4lZNxiYyat4UTsef+UlVVXvxtHeMW7eDejjW474pa/6oTczqBF39dS+e3nIF8Huhciz8e6cjNLasQ6MO9+0WErl270qJFC0aOHAnA5MmTqVixIk2aNElbfQVwnbteK6AqUMldpsAMEVkqIoM91imnqnsB3L8pvSUrAjs96u1yyzIq90uBAcKTPevx2vWNWbjlML0/ms+2Q6e8HZbJh+wUgPEbCUlOR76/og9xZb1yFD3HdLtvzdzI539tZUC7cB7tVifVsvjEZL5ZuJ33Zm8i5kwCN7aoxMNd61DuAiYA8ob58+dToUIFDhw4QJcuXahbty4jRoxgxowZ6VV/BXhXRKKAVcByINFd1l5V94hIGDBTRNar6txzPHV6WZGeozz1yk6SMRigSpWMT8XkFze1rEzV0oW455ul9PpwPh/f2jzTl50akxnWAmD8gqry+E8rmbfpEMOurH3OMfs/+iOa92dH06dlZf77f/URkbPbmLZ6L13f/pPnf11LwwrF+e3+y3jthiZ55uAPUKFCBQDCwsLo3bs3f/75J1u3bqVJkyaEh4cDhADLROQSVT2uqneoalPgdqAssBVAVfe4fw8AE4FW7lPsd5v2cf+mDHy/C/Cc57gSsOcc5amo6khVjVDViLJl89bplQvVunppJg29lLCiodz++WK+XWzDB5vsYwmA8QtvzNjAhGW7ubx2We7rVDPDel/M38pr0zbQq2kFRvRudPbgH7XzGDd9uoB7vllGcGAAX9zRkjEDW1G/QrHcegnZ4tSpU5w4ceLs/RkzZtCyZUsOHDjAtm3b2LZtGzidAJur6j4RKSEiKaPTDALmqupxESksIkUBRKQw0BVY7dabDKT05O8PTPIov929GqANEOOeIpgOdHWvOCjpbmt6zr0LeUuV0k7nwPY1yzB8wiqe/2UtiUnJ3g7L5AN2CsDke2MWbOPDOZspX7wA79zcNMPR975fsoP//bKWbg3K8eaNTQgMEHYeOc1r0zfwy4o9lCkSwku9G3FTRKU82zN7//799O7dG4DExET69etH9+7n7G9XD/haRJKAtcBAt7wcMNFNkIKAcao6zV32CjBeRAYCO4Ab3fIpQE8gGjgN3AGgqkdE5AVgiVvveVU9crGvNT8pViCYz/tH8NKU9Yyev5W1e2N4r08zwvJQy5PxPaL6r1Nt+VZERIRGRkaev6LJN6at3seQsUsJFOH7u9tmOG7/pKjdPPh9FJfXKsvI21sQm5DMR3Oi+WL+NgIC4K7LqnN3hxoUCc3/ObOILFXViPPX9B5/3pcnLNvFUxNXUzg0iPf6NrV+AeaczrU/Z+pnTHoDfojI6yKy3h3QY6KIlHDLS4vIHBE5KSIfeGyjqLt+yu2QiLzjLgsVke/dAUIWiUi4x3rD3fINItLNo7y7WxbtXmtsTCqR247wwHfLUYUne9bL8OA/fc0+Hhq/glbhpfigXzO+W7yTjq/PYeS8LVzdpDxzHunIw13r+MXB3/i+65pXYtJ97SlRKJhbRy3i/VmbSE72nx9yJvtk5Rst7YAfM4HhqpooIq8Cw3EG+4gFngEaujcAVPUE0DTlsYgsBSa4DwcCR1W1poj0AV4FbhaR+kAfoAFQAfhdRGq763wIdMHpQLTEHThkbRZej8nHog+cYOBXkcQlJtOj4SXc0T483Xp/bjzI/eOW06hicfq2qkKvD+az5dAp2lYvzVNX1cvSNL/G5Jba5YoyaWh7npq4ijdnbmTJ9qO8c3NTShW2yYRM5l3wiUxVnaGqKZcDLcS9NlhVT6nqXziJQLpEpBbOtcHz3CLPgUN+BDqLc3KxF/Cdqsap6lacc4et3Fu0qm5R1XjgO7euMew/Hkv/0c4AKuGlC/HqDY3PdubztHDLYQZ/HUl8UjJxick8+H0UIvB5/wjG3dXaDv7GpxUODeLtm5vyUu9GLNxymJ7vzmPpdus6YTIvswlARgN+pLgTmJqF5+0LfK//dEA4OxCIm1TEAKXJhoFDRGSwiESKSOTBgwezEKLJi07EJjDgiyXsPnaG0KAAPrqlBcXSud5/2Y6j9Bm5kLhEpzf1geOxvHBtQ6Y9eDmd65VLN2EwxteICP1aV2HCkHaEBgdw86cL+WzuFvypb5e5cJlNANqranOcsbyHisjlKQtE5CmcgUHGZuF5+wDfejzO6gAhmRo4BPzz2mF/FZ+YzD3fLGXd3uMAvNCrYbqX6S3acpjrPvr77ON7O9ZgzqMdua1NVYLzaO9+498aVizOL/dfypX1yjFiyjoGj1lKzGkbQticW6a+7TIa8MOdtetq4BbNZMopIk2AIFVd6lF8diAQEQkCigNHuMiBQ4z/cCbtWcH86MMA3NCiEje1rJyqTmJSMs9NXsPNIxcC0Cq8FPOfuILHutdNt5XAmLykWIFgPr61Oc9eXZ856w9w9QfzWLUrxtthGR923gQgowE/RKQ7Tqe/a1T1dBaesy+pf/1D6oFDbgBmuwnFZKCPe5VANZxZxBbjXC9cS0SquYOU9HHrGj/16vT1/Bzl5IB1LynKC73O9j9FVZm1bj/1n53Ol39vA+C9vs0Yf09bKpYo6I1wjckRIsKdl1Zj/D1tSUpSrv/4b16fvp5TcYnnX9n4ncxcBZDugB8iEg2E4owBDrBQVe8B57JBoBgQIiLXAl09eujfhDMYiKfPgTHuNo/gHNBR1TUiMh5nAJJEYKiqJrnPcR/OaGGBwGhVXXMBr9/kA1/M38qnf24BnNnUPrqlOQVDAgFYsyeGEb+t4+/Nh8/WnzHscmqXK+qVWI3JDc2rlOS3/1zG87+u5cM5m/lx6S6G96hHr6YVrH+LOcsGAjJ52pRVexk6bhkpH+MP+zXnqsbl2RcTy+vTNzBh+a6zywoGB/LDPW2td/952EBA+cvS7Uf53y9rWLkrhuZVSvDcNQ1oXKmEt8MyueSiBwIyxhct2nKYB7+POnuAH9AunA51yvLWjA10fGMOv6zYw40tKlG+eAEKhQTyzSC7tM/4nxZVS/Lzve157YbG7Dhyhl4fzufRH1Zw4ESGV2obP2EJgMmTNu4/wV1fR5LkjoDWuFJxqpctTMfX/+C92dF0qX8JE4e2Y+3e4xw5Fc+o/hEZjgRoTH4XECDcFFGZOY90YPBl1fk5ajdXvPEnn/65mfhEm1jIX1kCYPKcvTFn6D96MQCF3HP9Ww+e4tlJawgvXYiJ97bjlesa8czPq9mw7wSf3NbCxks3BihaIJjhPesx/cHLaV2tFC9PXU+3d+Yya91+GzvAD1kCYPKUmDMJDBi9hBOxiVQuVYgTsU7v5lJFQvj4lub8cE9b6pUvxqCvIlmxK4b3+zajU50wL0dtjG+pXrYInw9oyZd3tEQEBn4VyYAvlrDl4Elvh2ZykSUAJs+IS0zi7jGRbD54kivrhbFmjzPgz/1X1GTmsA70aFSehCRlyDdLWbj1MG/c2JjuDct7OWpjfFfHOmFMf/Bynr6qHsu2H6XHu/MY/ddWm1zIT1gCYPKE5GTl4fErWLjlCAMvq3b2mv+rGpXnoS61CQkKIDEpmQe+W86cDQcZcW0jejer5OWojfF9wYEBDLqsOrMe7kD7mmV4/te19Bu1kJ1HsjK8i8mLLAEwecJLU9bx68q93NepJmMX7gCgeMHgsxP9OCMBrmTq6n08c3V9+rWu4uWIjclbwooV4PP+Ebx2fWNW7z5O93fm8t3iHdY3IB+zBMD4vFHztjDqr630b1uV6AMnOemOavbDPW0pEhqEqvL0pNVMWL6bR7rWZuCl1bwcsTF5k4hwU8vKTH3gMhpXKsETE1Zx55dL2H/cLhnMjywBMD5t8oo9vPjbOno0vISqpQszbc0+AN66qQm1yxVFVXnxt3WMW7SDezvW4L4rank5YmPyvsqlCjF2UGue+7/6LNhymK5vz2VS1G5rDchnLAEwPuvvzYd4ZPwKWoWXon+7cJ7/1RlNuk/LylzX3Dm//9bMjXz+11YGtAvn0W51vBmuMflKQIAwoH01pvznMqqXLcwD30UxdNwyDp+M83ZoJptYAmB80vp9x7n766VULV2Ip6+uRx93Br9KJQvy3DUNAPjoj2jenx1Nn5aV+e//1bcxzo3JAdXLFuGHu9vyWPc6zFy7n27vzGXm2v3eDstkA0sAjM/ZfcwZ6KdQaCD3dqpBX/fgDzB2UGsKBAfy5fytvDZtA72aVmBE70Z28DcmBwUFBnBvx5pMvu9SyhYtwF1fR3LPmKWs33fc26GZi2AJgPEpMacTGDB6Mafjkri6cQUe+3Elp+KTAPj0thZULV2Y8Ut28twva+lavxxv3NiEwAA7+BuTG+qVL8akoe15qEtt/oo+RPd35jF03DI27T/h7dDMBbAEwPiM2IQk7vo6ki2HTlGtbGE+/2srCUlOp6O7LqtGtwaXMClqN49PWEmH2mV5v18zggPtI2xMbgoJCuA/nWvx1+OdGNqpBn+sP0DXd+byn2+XE33ARhLMS+zb0/iEpGTlofFRLN52hKRkZeWuGNpWL01IUAARVUvyWPe6TF+zj4fcToGf3NqC0KBAb4dtjN8qUSiER7vVZd7jV3D35TWYuXY/Xd/+k2HfR7H10Clvh2cywRIA43Wqygu/rmXKKucSvwCBx7vX5dDJOIqGBvFBv+b8vfkw949bTuNKxfl8QEsKhtjB3xhfUKpwCE/0qMu8xzsx6LLqTF29lyvf+pOHx69g+2FLBHyZJQDG60bO3cKXf28DoGhoEKMHtGTj/hNEHzzJu32ase3wKQZ/HUnNsCJ8eUcrioQGeTdgY8y/lCkSypM96zH3sU4MaBfOryv3cMWbf/LYjytsWGEfZQmA8apJUbt5eep6ACqWKMiEe9ux51gsE5fv5sHOtSkUGsjAL5dQpVQhxgxsRfGCwV6O2BhzLmFFC/DM1fWZ91gnbmtTlZ+j9tD9nbnWUdAHWQJgvOavTYd44LsoAJpUKs7k+9oTl5jMc7+s4bJaZehcL4wBoxdTpmgoYwe1pnSRUC9HbIzJrLBiBXjumgbMeqgDBUMCGTJ2GafcYbyNb7AEwHjF8h1HufXzRQB0rV+O8fe0da41HruM0oVDuP+KWtw+ejFFQoMYO6g1YcUKeDliY8yFqFyqEO/1acaWgyd5YsIqG07Yh1gCYHJd1M5j9P7obwAGtAvn09taEBIYwKM/rGDPsTM81r0O941bRmCAMPauNlQqWcjLEecv4eHhNGrUiKZNmxIREZFq2RtvvAHQQkTKAIhISRGZKCIrRWSxiDRMqSsi3UVkg4hEi8gTHuXVRGSRiGwSke9FJMQtD3UfR7vLwz3WGe6WbxCRbjn6Bphc165mGR7uWodfVuxhzMLt3g7HuCwBMLlqwebDXPvhfAAe7lKb565pgIgwat5WZqzdT/924bwxfSMJScmMHdSaamUKezni/GnOnDlERUURGRl5tmznzp3MnDkTIN6j6pNAlKo2Bm4H3gUQkUDgQ6AHUB/oKyL13XVeBd5W1VrAUWCgWz4QOKqqNYG33Xq46/UBGgDdgY/c7Zt8ZEiHGlxRN4wXfl1L1M5j3g7HYAmAyUW/rtxD38+cYX2fvbo+93d2Zu5bsu0Ir0xbT0TVksxat5/jsQmMGdia2uWKejNcvzNs2DBee+21tMX1gVkAqroeCBeRckArIFr1/9k7z/Aqqq0BvysdQgkEEkgooXdCCaGqCIgoFlBEBRVBxQLX9nmvvVyRa79eFaQIKiqKlaICUqRIr6G3AKGnQICQBBKS7O/HTMJJSCfkpKz3eeY5c9bsvc/a58ycWbP23muZA8aYZGAGcLtYMZl7AT/b9acBA+z92+332Md72+VvB2YYY5KMMQeBcLt9pQzh4iL8d3AwfpW9GDV9E6cTkvOupFxV1ABQrjrGGCYu28/o7zYD8PqtLRnRowEAJ+OTGP3dJip5unH8zHmizyXx1fBQWgdWdabKZRoRoW/fvnTs2JHJkycDMGfOHAIDAwkODs5afAtwh10vFKgP1AECgSMO5Y7aMl/gjDEmJYscxzr28bN2+ZzaUsoYPhU9mHBfB2LOJfH0D2Gkpel8AGeSLwNARCJEZJuIhInIBlv2vojstscGZ4qIjy33FZElIhIvIuOytOMhIpNFZK9d905bXuCxwZzGH5WSRXJKGi/8so137KV+/+rXjOHdrZt/aprh6RlhRMUlEZ+UwqmEZKYMC6Fj/WrOVLnMs3LlSjZt2sS8efMYP348y5cvZ+zYsbz55pvZFX8HqCYiYcA/gM1ACpBdAgaTi5xC1slAREaKyAYR2RATE5OdrkopoG0dH167tSXL9sYwbkm4s9Up1xQkosr1xpiTDu8XAi8aY1JE5F3gReB54ALwKtDa3hx5GYg2xjQVERegui3PGBsUkXuwxgbvzjI2GAAsEpGmdp3xwA1YTwvrRWSOMWZnAfqjXGVOJyTz2LcbWXswFrDi+T/Rs3HG8Y8X72NFuHVKuQhMvL8j3RrVcIqu5YmAgAAA/Pz8GDhwIMuWLePgwYOOT/8ewCYRCTXGRALDAWx3/UF7qwjUdWi2DnAcOAn4iIib/ZSfLgfrWq0LHBURN6AqEOsgz9pWJowxk4HJACEhIfroWIoZ2rkeGw+d5qNFe+lQrxo9muh17wwKPQRgjFng4OZbg3XRYoxJMMaswDIEsjICeNsul+ZgUBR0bDDb8cfC9kUpesKj4xn42cqMm//t7QJ48aYWGceX7Y3hk8X7AHB1ET69tz3XN/Nziq7liYSEBM6dO5exv2DBAjp16kR0dDQRERFERESANQmwgzEmUkR80mfxAw8Dy40xccB6oIk9498Dy1CfY6w1XkuAQXadYcBse3+O/R77+F92+TnAPbYnsAHQBFh31b4ExemICGMHtqaJXyWenLGZE2fPO1ulckl+DQADLBCRjSIyMpvjI4B5uTWQPkQAjBGRTSLykz2ZCAo+NpjvMUN1GxY/K/adZOBnK4k4ZYX/7N7Yl/cHBeNip+09fuY8o6dvyij/wV1t6de6tlN0LW9ERUXRo0cPgoODCQ0NpX///vTr1y+3Ki2AHSKyG2vG/1OQcZ2OBv4EdgE/GmN22HWeB54VkXCs63iqLZ8K+NryZ4EX7LZ2AD8CO4H5wChjTGqRdVopkVT0cGPCfR1JupjKqOmbuJia5myVyh35HQLobow5LiJ+wEIR2W2MWQ4gIi9jjQlOz8dn1QFWGmOeFZFngQ+A+yn42GB2hku2LkF1GxYv3645xOtzdpBqT+5pXqsyE+7riIeb9ZNdTE3j8W83cs6OCPafgW0Y2L6O0/QtbzRs2JAtW7bkVWxbunfOGLMa64n8Mowxc4G52cgPkM0sfmPMBeCuHNoaC4zNSzGlbNGoZiXeHdSW0d9t5u25u3nt1pZ5V1KKjHx5AIwxx+3XaGAm9sUtIsOAW4ChJu/wTqeARLs+wE9AB3s/Ywwwn2OD+RozVIqPlNQ03pizg1dmbadhDW8quLsS6FOBaSNCqeJ1KX7/f+buYsvRswC8ektLhnSu5yyVFUUpAdzSNoAHuwXxxcqD/LrpqLPVKVfkaQCIiLeIVE7fB/oC20WkH5ar7zZjTJ6pnmwD4Tegpy3qjeXyg4KPDWY7/piP/ubKw9M28MacHeqKKiBxFy7y0LQNfLUqgjs6BJKcmoaHmwvTRnTC3yGE77xtJ/hyZQQAz/VtykP2UkBFUco3L93cgs4NqvN/P23h8+UHNFxwMZGfIQB/YKY1Jw834DtjzHx7HM8Ta0gAYI0x5jGwlg0CVQAPERkA9LVn6D8PfCMi/wNisGcXY40NfmO3GYt1Q8cYs0NE0scGU3AYGxSR9PFHV+ALh/HHQlO3egW+XBnB/ph4xg3poJnn8sGR2ERGfLWegycTeO2Wlvy29Tgnzl5g+sOdaex3KZDPwZMJPG6P+z9yTQNG98rWq6woSjnEemAI5f9+3MLYubs4HJvI67e2xM1VQ9VcTaQ8WVohISHGMfRpVi6mpjHiq/X8ve8kjWp688WDnajvq6Foc2J9RCyPfrOR1DTDuCHtmbbqEIt3RzFhaIdMk/ouXEyl+avzAbixlT8T7+uIbTQqJRAR2WiMCcm7pPPI61pWSidpaYZ35+9m0vID9G7uxyf3tsfbsyCr1ZWs5HY9q3nlgLurC+OGdKBRTW/2xyQwYPxK1kfEOlutEsmvm44y9PO1VK3gzswnujF3WySLdkXxxq2tLpvRn37zr1XFS2/+iqLkiIuL8OLNLRgzoDVL9kRz9+TVRMdlt6JcKQrUAMhC1QrufPFgJ6pVdOd04kWGfr6WmZt1Yko6aWmG9+bv5tkftxASVI2ZT3Tjj60n+H7dYR7v2Yhh3YIylb/10xUZ+ytf6KU3f0VR8uT+LvWZMiyEAzEJDPxsFXujzjlbpTKJGgDZUN/Xm0n3h+DuKiSnpvHMD1v4cMGech+3OjE5hSemb+Kzpfu5N7Qe00aEsmBnFB8u3Msd7QP5143NMpV/87edbDtmzfjfPaYfri5681cUJX/0au7Pj492JTk1jTsnrGJV+Mm8KykFQg2AHAhtUJ2372ib8f7Tv8L5x4zNXLhYPuOTRJ69wOBJq1mwM5JXb2nJfwa2ZkX4SV78dRvXNKnBO3e2zfR0/93aw3yx8iBgPfl7uWt2V0VRCkbrwKrMGtWd2lW9eOCLdfy8Ub2xRYkaALkwqGMdnujZCIBKnm78sfUE90xeQ/S58jUmte3oWW4fv4KDMQlMGRbCQz0asPXoWZ74dtNlgX4A/twRyUsztwEwbUQogT4VnKW6oiilnECfCvz8eDc6N6zOcz9t4X+L9uoywSJCDYA8eK5vMwa2DyTejlwXduQMA8evYndknJM1Kx7mbTvBXZNW4ebiwi9PdKNXc38OnUpgxFfr8a3kwZfDO1HJYZbusr0xPPrNRgD+0asx1zWt6SzVFUUpI1TxcufLB0MZ1LEO/1u0j//7aQtJKeXTG1uUqAGQBy4uwn8HB/P6rS1xd7Vc3MfOnOfOz1axZHe0k7W7ehhjGPfXPh6fvomWtaswe3R3mteqwsn4JB74Yh2pxjBtRCh+lS8F+llz4BTDvrByuIQGVeeZPk1zal5RFKVAeLi58P6gtjzTpym/bjrG4ElrOH5GkwhdCWoA5AMRYXj3Bvz0WLcMd3ZCcioPTVvPV/Y4d1niwsVUnv1xCx8s2MuAdgF890gXalTyJDE5hYe+Wk/k2QtMHdaJRjUrZdTZfPg090xeA4C3hyufPxCSkfxHURSlKBARnurThIn3dWR/dDy3frqCVft1cmBhUQOgALSr68MfT/agTwsrbW2agTd+28lrs7eTUkbCB5+MT2LolLXM3HyM5/o25aO72+Hl7kpKahqjpm9i27GzfHpvezrWr5ZRZ8fxszzwxaXsrd+P7ELVihpFUVGUq0O/1rWYNao7PhXduX/qOqb8reGDC4MaAAXEp6IHnz8Qwks3Nyd90vvXqw/x0LQNxF246FzlrpA9kecYMH4lO46f5bOhHRjdqwkigjGGl2duZ8meGMYMaE3fVrUy6oRHn+P+qes4d8GaIzFmQGva1vHJ6SMURVGKhMZ+lZg9ugc3tPDnrT928Y/vN5Ngz9VS8ocaAIVARBh5bSN+erQrtexkN8v2xjBowiqOxOaZF6lEsmR3NHdOWEVySho/PtqVm9tciub3v0X7+GHDEf7RqzFDO9fPkB86lcCQz9cSm5AMwO3tArhPs/spilJMVPJ0Y8J9HXi+X3PmbjvBHZ+t4uDJBGerVWpQA+AKCAmqzh9P9uBae6b73qh4bvhoGRsPnXayZvnHGMPUFQd5aNp66vtWZPbo7pme4L9fd5iPF+9jUMc6PHvDpUl9x86cZ8jna4k+lwRY1vh/BrbRSH+KohQrIsLjPRsxbUQo0ecucNu4FSzeFeVstUoFmgyoCEhLM0xYtp/3/9yTIfv4nnbc3i6wyD+rKLmYmsbrc3bw3drD3NjKn4/ubse4v8L5bOn+TOWua1qTKcNCcLczc8WcS2LwpNVExV1AsOZCzBndnSb+lbP5FKW0ocmAlNLKkdhEHp++ke3H4niydxOe7t2k3E9G1mRAVxkXF2HU9Y35/pEuGUsFn5oRVqIDVpxOSKbXh0v5bu1h3F2Fyl7u3Ddl7WU3f4DPhnbIuPkDTFi6n2Onz9M6sCoJyam8fUcbvfkriuJ06lavyM+PdWNQxzp8sngfD01bz9nE0j0362qieRaLkK6NfFn1Qm+emL6R9RGn+d+ifew8Hscn97Z3Wijc5JQ0Ik4lEB4dT3h0PPui41m0M4rzDiGNL6Yalu6JobGfN/d1qYebiwtfrYrIOO6YjtMYw/ztJ7iYlsa6g7EM6VyPAe1LtqdDUZTyg5e7K+8PaktwXR/e/G0Hw79ax4yRXTNFK1Us1AAoYmpW9mTGyK58vHgfnyzex4KdUXT+z2IW/9911KjkedU+NyEphf0xl27y4dHx7I+O51BsIqk5JDG6s0MdhnSuS6OalfCp6AFY7v07JqykurdHxuQ+R7YdO8vxs1Yo5NaBVXjtlpZXrU+KoiiFQUS4v0t9qlf0YNR3mxjz+07GDGjtbLVKHGoAXAVcXYRnb2hKp6Bq3D91HWfPXyTkrUUseOZaml6hqzw2IZl9UecIt2/26Tf69JsygJuLEFTDm6b+lbm5TW2a+FeiUc1KrI+IZewfu2hQw5upwzpRz7fiZe13GrvoMlnQC39k7D/Uo0HG/mdDOmqSH0VRSiz929Zm69GGTFp+gLZ1qnJXSF1nq1SiUAOjh+O1AAAgAElEQVTgKnJNk5qsfak3172/hAsX0+j70XIm398x0zr67DDGcPzshYwbfPpNPjwmPtNTeQV3Vxr5eRPaoDpN/CvTqGYlGvtVor5vxUxj9qlphrfn7mLKioNc27Qm44a0p4rX5YF6DsTE59mnqSusyIeT7++YrQGhKIpSkvjnjc3YduwsL8/aTovaVWgdWNXZKpUY1AC4yvhX8WL7Gzfyz5+3MnPzMUZ+s5ER3Rvw2q0tSUlN41Bs4mU3+f3R8SQkXxqj96noThO/StzYyj/jJt/YrxIBVSvkOcM1PimFp77fzOLd0TzYLYhX+rfAzTX7sbBZYccz9rs18mXV/lO8dHNzRl5rZUR8/8/djF+yn0qebnkaMYqiKCUBN1cXPr23Pbd+uoJHv9nIb//oQXVvD2erVSLQZYDFyG9bjvOP7zfneLx2VS8a+1XKdJNv7FcJX2+PQq2vj01IZsjna9gXHc8bt7bk/q5BOZY1xnDd+0s5nCWQ0a43+1HBw5Xw6HP0+e9yAFa/2IvaVTXFb1lFlwEqZZGtR88waOJqOgVVY9rw0BwfhMoauV3P6gEoRm4NDqBdXR+ueW/JZcfGDGjNfZ3rFWkgnZ83HmF35Dm+Gt6Jns38ci276fDpy27+ABU8rDH+l37dDkDd6hX05q8oSqmjbR0f3hrQmn/9vJUPFuzlhZuaO1slp1M+TKASRN3qFdk39iYqemSePPfqrO3cPWkNu07EFdlnLdoVTfNalfO8+QPM3HwML3cXNr96Q0bGwzdvbwVYaX7XRcQCMCwXL4KiKEpJZnBIXYZ2rsfEZfuZt+2Es9VxOmoAOAF3Vxd2/PtGGtbwziTfcvQMt3y6gjfm7CD+CpNanElMZuOh0/Rp4Z9n2eSUNH7feoK+LWuReDGVY3aO7Rvtcf5P/9qXUbZfax37VxSl9PLarS1pX8+H537awr6oc85Wx6moAeAkIuMucCBL0oqklDTu7BDI16sjeP6XrVfU/tI9MaSmGXq3yPvpf9neGM4kXmRg+0B+WHcYgOreHvhX8WLjodOsDD8FQJvAqtSppjP/FUUpvXi6uTJhaEcqeLjy6DcbS30W1yshXwaAiESIyDYRCRORDbbsfRHZLSJbRWSmiPjYcl8RWSIi8SIyLks7S0Vkj91OmIj42XJPEflBRMJFZK2IBDnUedGW7xGRGx3k/WxZuIi8cOVfRfFSu2oFnunT9DL5jxuOMjikLn9sPcFfuwuf0GLRrihqVPIkOB+peWdtPoavtwddG/ky3g4F/EBXK+ufPv0rilLWqFXVi/FDOnAoNpH/+3ELaTkESyvrFMQDcL0xpp3DbMKFQGtjTFtgL/CiLb8AvAo8l0M7Q+122hljom3ZQ8BpY0xj4CPgXQARaQncA7QC+gGfiYiriLgC44GbgJbAvXbZUsWTvRtzW3DAZfIZ648A8OqsHYXKb52cksayPTH0al4zz2WCcRcusnBXFLcGB7Bkd3RG1MA+LfzZdvQsS/fE4F/FimCoBoCiKGWFzg19efnmFizcGcVnS8OdrY5TKPQQgDFmgTEm/e60BqhjyxOMMSuwDIH8cjswzd7/Gegt1nT424EZxpgkY8xBIBwItbdwY8wBY0wyMMMuW6oQEd4b1JYWtatke/zYmfO0ev1P1tsT8PLL+ohYziWl5Gv8f/62SJJT0hjQPpBv1x4CrHDGrQKq8Olf+6ji5UbNyp40sZcnKqWfoKAg2rRpQ7t27QgJybw66IMPPgDoKCI1AESkqoj8JiJbRGSHiAxPLysiqQ7evDkO8ga2J2+f7dnzsOUF9vQpytVkePcgBrQL4MOFe1m6JzrvCmWM/BoABlggIhtFZGQ2x0cA8/LZ1pf2H8arcmnNWyBwBMA2Ks4Cvo5ym6O2LCf5ZYjISBHZICIbYmJi8qli8eHl7srUYbkvub5r4mpOnD2f7zYX7YrCw82FHk1q5Fk2PbLf2D92Zoz139y6Frsjz7FgZxS3twtk5/E4btKn/zLFkiVLCAsLw3Et/ZEjR1i4cCGAYxKIUcBOY0ww0BP4MP2GDpx38Obd5lDnXeAjY0wT4DSWhw8K6Okr0g4rSjaICG/f0Zbmtarw1IywcjcpML8GQHdjTAcsl/soEbk2/YCIvAykANPz0c5QY0wb4Bp7uz+9mWzKmkLILxcaM9kYE2KMCalZs2Y+VCx+Anwq8PYdbXIt0/Xtv4iOy9upYoxh8a5oujfypaLH5WEeLlxMZWX4Sd6Zt5uOYxayxz7h10ecBuDpPk148eYWjFsSTiVPN+pUq0CagRvVACjzPPPMM7z33ntZxQaobBvrlYBYrOs9W+xyvbA8eWB59gbY+wX19CnKVaeChyuT7++Ih5sL901dy+FTl8dDKavkywAwxhy3X6OBmdgXp4gMA27BurHnOYvCGHPMfj0HfMeli/woUNdu0w2oivVHkyG3qQMcz0Veark3tB7X5PHEHvqfxfT/5G/GLwlnX9Q5svvKw6PjORybSG/b/W+MYdeJOD5ffoAHvlhHuzcXMHTKWqb8fYBTdl6B9we1pbKXGze3qcXTfZpy9HQic7ed4IGu9Vl94BT1qlekZQ7DFErpQ0To27cvHTt2ZPLkyQDMmTOHwMBAgoODsxYfB7TAur62AU8ZY9LsY162d22NiKTf5H2BMw7Dg47euYJ6+rLqXaK9eUrppW71inz7UGeSUtIYOnUNkWcLMoJdeskzEqCIeAMuxphz9n5f4E0R6Qc8D1xnjMnTZLJv7D7GmJMi4o5lOKSnnpsDDANWA4OAv4wxxh5X/E5E/gsEAE2AdVgegCYi0gA4huU+HFKQjpdEvh4RSoMX5+ZaZsfxOHYcj+P9P/cAsO2NvlR2SOyzfN9JAF6ZtZ1XZm3PVLexXyXu6VSPa5vWoHMDX+6csApvTzdcXYRzF1IY2tma+T9+yX683FwZHFKXGz5axvDuDYo0QqHiXFauXElAQADR0dHccMMNNG/enLFjx7JgwYLsit8IhGE91TcCForI38aYOKCeMea4iDQE/hKRbUB2kazSLdUr8ugZYyYDk8EKBZxHNxWlQDSrVZlpw0MZOmUt901dyw8ju+B7FVO4lwTyEwrYH5hp3wDcgO+MMfNFJBzwxPpDAFhjjHkMrGWDQBXAw34y6AscAv60b/6uWDf/z+3PmAp8Y7cZi3VDxxizQ0R+BHZiuR1HGWNS7c8YDfxpt/WFMWbHlXwRJQERYeEz13LDR8tzLedfxZOouCQA2ryxgHUv92bn8ThW7DvJFHtM35H37mzLNU1rZArhu+tEHLsjzzFmQGumrz1MgxredG3oy6FTCcwOO8ZDPRoQduQMF1ONzv4vYwQEWCtP/Pz8GDhwIMuWLePgwYOOT/8ewCYRCQWGA+/YHr5wETkINAfWOXgGD4jIUqA98AvgIyJu9lO+o3cu3XN3NJ+ePkUpVoLr+jBlWAjDvljHsC/X8d0jXbLNnFpWyNMAMMYcAC7zC9oTeXKqE5TDoY45lL8A3JXDsbHA2Gzkc4HcH5dLId6eedtkUXFJTL6/IyO/2QhA6NjFAHi4uVC1gjtnz1uBLf7VrxmPXdso26WAszYfw81FaFTTm42HTvNK/xa4uAifLdmPm6sLj1zTkFdnb8e/iift8hFLQCkdJCQkkJaWRuXKlUlISGDBggW89tprREdfmgEtIslAB9tbdxjoDfwtIv5AM+CAiFQDEo0xSfaKge7Ae7bnbgmWJ28Glmdvtt10QT19ilLsdGnoy8T7OvLI1xt46Kv1fD2ic0ZOlLKGRgIsYaSvw0+Px58T6Td/R4Z3D+J8ciq1q3rx82NdeaJn42xv/qlphtlhx+nZzI+5207g4ebCnR3qcPR0Ir9sOsq9nepSycuNZXtj6NeqVp6xBJTSQ1RUFD169CA4OJjQ0FD69+9Pv379cqsyBuhmu/cXA88bY05izQvYICJbgCVYXoKddp3ngWdtj54vlocP+9XXlj8LvACWpw9I9/TNx8HTpyjO4Prmfnx8T3s2HjrNyG82kJRSNk9HzQZYwvCt5IF/FU8i8zHjH2DZP3ty3ftLAZi07ABt61Rl2vBQquWS73rtgVNExl3g2Rua8u/fdnBLm9pU8/bgw4V7EIFHr2vEsj0xXLiYprP/yxgNGzZky5YteRXbZt/k0ycA981awBizCsh26YrtNbxsFn9hPH2K4iz6t61NQlJb/vXLVp76PoxxQ9qXuRTCZas3ZYCKHm7Me+paBofUyVf537dmzmgVfyGFpJS0HEpbzNx8jMqebsQnpZCQnMrQLvWJPHuBH9cfZVDHugT4VGD+jkiqVXQnNKh6ofuiKIpSmhncqS6v3tKS+Tsi+dcvW8tcyGA1AEog1b09ePuOtswe1R3vPMae3v9zD4E+Feja0BeAAycTGDxpNUdPZ78w48LFVOZtj6Rf61r8vPEozWtVpkM9HyYt30+qMTzRsxFJKan8tSuavi1rlTmLV1EUpSA81KMBz97QlF83HePfv+3Idvl1aUX/3UswwXV92PbGjXRukPtT+ANd6/Ptw53p3tgyAg7HJnL3pDUcOpVwWdmFO6OIT0qhQU1vdp6IY2iX+pyMT+b7dYcZ0C6QutUrsir8FOeSUnT2v6IoCvCPXo155JoGTFt9iA8W7HG2OkWGGgAlHBcX4YdHu9KhXs4z8d+et5vYhGQ+vqc9tap4AVa64bsnrWF/THymsrM2H6N2VS/Co+Px9nBlYPtApqw4QHJKGqOubwTA/O2RVPZ0o5ttUCiKopRnRISXbm7BvaF1Gb9kPxPsrKmlHTUASgnfPdIl1+NPfr+Z6hU9GD+0A+6uQoCPFxdT07h70hr2RFrhfk/FJ7Fsbww9m9Xkj60nuL19IBdT0vhm9SFuaRtAw5qVSElNY8HOSHq18MPTrWwufVEURSkoIsJbA9pwW3AA787fzczNR52t0hWjBkApwcvdlaXP9czx+OoDp5i64iD1fSvy8DUNORJ7nuua1cRF4J7Jq9l+7Cx/bDtBSpohNc1YIS871+OLlQdJTE5ldC8rrMO6iFhOJ17U5D+KoihZcHURPrgrmC4Nq/P8z9vYUMBMrSUNNQBKEUE1vHntlpY5Hh87dxf9P/mbnzYcpXZVL2ZtPsbTfZpSwd2VIZ+v4d+/7aR5rcpsOHSa9vV8qFOtIl+tjOCm1rVo6l8ZsNz/Xu4uXNu0ZCZOUhRFcSYebi5MvK8jgdUqMPKbjaU6eZAaAKWMET0a4OWe888WFZeEqwucOHuBNAMfLNjDx/e2J+5CCqlphmNnznMgJoGhneszbVUE55JSGHW99fSflmb4c0ckPZv6ZZtJUFEURQGfih5MHRZCaprhoWnribtw0dkqFQo1AEohW16/LC5LJtrV9aGPnQ0wNiGZ12bv4I4OVnK1cxesJG3XN6vJFysP0ru5H60DqwKw+cgZouKSdPa/oihKHjSsWYkJQztw8GQCo7/bTEpq7vFXSiJqAJRCPN1c+T6XSYF/7oji1uDa/N8NTQEr8c+vm45R3SE64JMzNnMm8SL/6N3EoV4k7q5CrxZ+V095RVGUMkK3xjV4a0Brlu+NYczvO/OuUMJQA6CU0rWRL9flMk7/1IwwBrQP5MsHO2XIYhOSM/ZXhp8CLG8BgDGG+dsj6d64xhVnv9py5AwPT1tP/0/+vqJ2FEVRSjr3hNbLiBEwbVWEs9UpEGoAlGK+cLi5Z0ffj5bTo0kNrmlSI5P8yV6XEjnO22aFEt55Io7DsYn0a1V49/+mw6d58Mt13D5+JYt2ReddQVEUpQzwwk0t6NPCj3//toNle2OcrU6+UQOgFOPqIix45tocj5+/mMrzv2xlx/G4TPJP/gqnvm9FOtTzYfT3m5kddow/t0fiInBDS/8C67EhIpb7p67ljs9WseXIGe7sYOUxGNg+sMBtKYqilDZcXYSP72lPs1pVGD19E/uizjlbpXyhBkApp6l/ZUZ0b5Dj8V83Hcvk+k/n0KlE3ritFSH1q/H0D2F88lc4oQ2q41vJM9+fvfbAKYZOWcOgiavZeTyOF29qzorne1GrqicuAre1CyhUnxRFUUob3p5uTB0WgpeHKyOmredUfJKzVcoTNQDKAC/d3LxQ9YZ8vpYhnesRULUCAKcT8l7KYoxh1f6T3D1pNXdPXsOeyHhe6d+Cv5+/nkeva0QFd1dmbT5OjyY18avsVSi9FEVRSiMBPhX4/IEQouOSePSbjSSlpDpbpVxRA6AM4Obqwvynr8mznF/lzE/38UkpPDUjjGNnzgOwJ+ocX6w4mG1dYwx/74th8KTVDPl8LRGnEnj91paseP56Hr6mYUbcgA2HTnPszHkGttenf0VRyh/t6vrw4eBgNhw6zYu/bCvR2QM12ksZoXmtKnSo58Omw2dyLBN9LrNLqmoFdzrWr8Zfu60Je10aVufN33eSnJrGY9dZiYGMMSzbG8Mni/ex6fAZalf14s3bWzE4pC5e7pfnCpi5+RgV3F3p21JjCSiKUj65pW0AB2MS+HDhXmpW8eT5G5vj4iLOVusy1AAoQ8wY2ZWmr8zLs1yfFv4s2hXF2fMXMxIFARw+lUhjv0q8M283Fy6m0iawKp8s3seWo2cJ9KnAWwNac1dInRyTBCWlpPLH1uPc2Mofb089tRRFKb+M7tWYE3EXmLTsAEdiE/nwrnZU8ChZCdZ0CKAM4eHmwrqXe2ekBM6JY2fO06J2lYx9gI/vaUeagUOnEgD436J9PDRtA6cSknnnjjYsea4n93Wpn2uGwCW7Y4i7kMIAnf2vKEo5R0QYO6A1L9/cgnnbIxk8aTWRZy84W61MqAFQxvCr7MWal3rnWmbXiTj8q3hmmhPg7urCqF6NuZiaebyqTwt/7u5UFw+3vE+VWZuPUaOSBz0a18izrKIoSllHRHjk2oZMeSCEAzHx3DZuBVuP5jxMW9yoAVDGmPL3AZ7/eSvTH+6ca7mle2IyzQl4YvomXp21nbrVK1Ct4qVIgF+tiuDV2dtJS8t9IsvZxIv8tTuaW4MDcHPV00pRFCWd3i38+eWJbni4uXDXxNX8vvW4s1UC8mkAiEiEiGwTkTAR2WDL3heR3SKyVURmioiPLfcVkSUiEi8i43Job46IbHd4X11EForIPvu1mi0XEflERMLtz+ngUGeYXX6fiAy7ki+hLJGcmsYPG44wdMraQtWf++Q1bH6tL/+7ux2e9lP/t2sO8+Kv20jNxQiYu/0EyalpGvxHURQlG5rXqsKsUd1pE1iV0d9t5uNF+5y+QqAgj2rXG2PaGWNC7PcLgdbGmLbAXuBFW34BeBV4LrtGROQOID6L+AVgsTGmCbDYfg9wE9DE3kYCE+w2qgOvA52BUOD1dKOhvPNEz8b8d3Bwxs07//UaIQKvzNqOMYYB7QP59Ylu1K1uxQj4YcMRnvtpS44Zr2ZuPkbDmt60sTMLKoqiKJmpUcmT6Y905o4OgXy0aC9PzgjjwkXnxQootK/WGLPAGJNiv10D1LHlCcaYFViGQCZEpBLwLPBWlkO3A9Ps/WnAAAf518ZiDeAjIrWBG4GFxphYY8xpLGOkX2H7Uta4o0Mdfnm8W4HqfLZ0P8bA7LDjfLPmEACtAqry2+geXGsnHZq5+RiPfbuJi1mMgKOnE1l3MJaB7QIRKXlLXRRFUUoKnm6ufHhXMC/c1Jzftx7n7kmriY5zzuTA/K7VMsACETHAJGPM5CzHRwA/5KOdMcCHQGIWub8x5gSAMeaEiKTnow0EjjiUO2rLcpIrNq2v4En8tdk7eG32jmyPLdoVRZOXs19q+OHCvXy4cG/G+5dubs7IaxsVWg9FUZSyiIjw2HWNaFjDm6d/COO2cSuZMizkiv63C0N+PQDdjTEdsFzyo0QkIwONiLwMpADTc2tARNoBjY0xMwugX3aPkyYXeXafO1JENojIhpiY0pOlqSiYPaq7Uz9/T2TWkR5FURQlnb6tavHzY91wdREGTVyVkZ21uMiXB8AYc9x+jRaRmVjj7svtyXe3AL1N3rMZugIdRSTC/lw/EVlqjOkJRIlIbfvpvzaQnkv2KFDXoY06wHFb3jOLfGkOuk8GJgOEhISU3JiMV4Hguj5se6Mvny3dz4Sl+wtcv3tjX74e0RlXhwhW4dHx9Pnvsoz3Pz7alcGTVjN2YGuGdq5fJHoriqKUF1oGWJMDH/1mA49P38Sbt7figa5BxfLZeXoARMRbRCqn7wN9ge0i0g94HrjNGJPVpX8ZxpgJxpgAY0wQ0APYa9/8AeYA6TP5hwGzHeQP2KsBugBn7aGCP4G+IlLNnvzX15YpDizYEUnP95cyYel+XMQyCArCyvBT9P/kb5buiWbFvpOs3n+K04nJfD0iNKPM4EmrAejfpnaR6q4oilJeqFnZk+8e6UKfFv68PmcH87cXjycgPx4Af2CmPbnLDfjOGDNfRMIBT2ChfWyNMeYxsJYNAlUADxEZAPQ1xuzM5TPeAX4UkYeAw8BdtnwucDMQjjVvYDiAMSZWRMYA6+1ybxpjYvPX5fLDxkOnSU5Jo4K7K6lphm2FCECxO/IcD365Ps9yPhU9CqOioiiKAni5uzJuSHuGfL6Gp2aE8d0jnnSsX/2qfqY4ex1icRISEmI2bNjgbDWcSlqaISXNkJKWRmqaITXNkJySRpqBi6lpXPPekmzrfXhXMAE+FUhNM1xMSyM11WpnT+Q5bg2uTcOalYq5J0phCQoKonLlyri6uuLm5objNfHBBx/wz3/+E6CmMeakiFQFvgXqYT0AfGCM+RKsWBzAK3bVt4wx02x5R+AroAKWEf+UMcbYy3d/AIKACGCwMea0WE8QH2MZ+4nAg8aYTbn1Qa9lpawSm5DMnRNWcToxmV8e70ajK/xvFZGNDsv3M6Eh28oZLi6Ch5sLFT3cqOzljk9FD/yqeFGrqhd1q1dk+79vzLbe//20hfb1fOjRpAbXN/OjT0t/+rWuxVN9mujNvxSyZMkSwsLCMt38jxw5wsKFCwGSHYqOAnYaY4Kx5t18KCIeecTimIAVtyM9hkf6Et0CxftQlPJIdW8PvhreCVcRHvxyHTFZsrgWJWoAKJmo5OnG4v+7LttjfT9aXszaKMXJM888w3vvvZdVbIDK9lN6JSAWa9VPtrE47Em8VYwxq+2JwV+TOa5HQeJ9KEq5pL6vN1882ImT55IZ8dV6EpJS8q5UCNQAUC6jUc1KTHkghG6NfNnyel/u61IPgMOxiXy2NNzJ2ilXiojQt29fOnbsyOTJVkiPOXPmEBgYSHBwcNbi44AWWKtvtmG589PIPUbH0WzkkCXeB5BXvI+sepfbJb1K+SO4rg/jhrRnx/GzjP5uU45RWK8ENQCUbOnT0p/vHulC1QruvDWgTUZkwffm72HjIZ1vWZpZuXIlmzZtYt68eYwfP57ly5czduxY3nzzzeyK3wiEAQFAO2CciFShCGJ0OJCvOsaYycaYEGNMSM2aNfNoUlFKP71b+DNmQGuW7Inh1dnbizx3gBoASr7oWL8aYwa0BuDOCas5k5icRw2lpBIQEACAn58fAwcOZNmyZRw8eJDg4GCCgoIAPIBNIlILa+XNr7Z7Phw4CDQn9xgddbKRgx3vAyCf8T4UpdwztHN9Rl3fiO/XHWH8kqL1wKoBoOSb+7vUp08Ly2vb7s2FeaYIVkoeCQkJnDt3LmN/wYIFdOrUiejoaCIiIoiIiABrEmAHY0wk1rLc3gAi4g80Aw6QQywO27V/TkS62PMGHiBzXI+CxPtQFAV4rm8z7mgfyAcL9vLzxqN5V8gnagAoBeLzBy6tJrn5k7+dqIlSGKKioujRowfBwcGEhobSv39/+vXLNY/WGKCbiGzDmrn/vDHmpB13Iz0Wx3oyx+J4HJiCFb9jP5CePOId4AYR2QfcYL8Ha6ngAbv858ATRdRdRSkTiAjv3NmW7o19eeGXrfy9r2jmwGgcAKXAXLiYSvNX5wPwXN+mjO7VxMkaKUVJbuuGSwp6LSvlkbgLFxk8cTVHT5/nx0e70jKgSp51NA6AUqR4ubuy4vnrAfhgwV62HCl4hEFFURSlYFTxcufL4Z2o7OXG8K/WcezM+StqTw0ApVDUqVaRyfd3BODo6Ss7CRVFUZT8UbtqBb4aHkpicipfr464orbylQ1QUbKjb6tahI+9CTdXtSMVRVGKi2a1KjNrVHca+HpfUTtqAChXhN78FUVRip8rzREAOgSgKIqiKOUSNQAURVEUpRyiBoCiKIqilEPUAFAURVGUcogaAIqiKIpSDlEDQFEURVHKIeUqFLCIxACHnK1HMVIDOOlsJYqZ8thnKNp+1zfGlOh8uyX8Wi6t52Bp1Ls06gzFq3eO13O5MgDKGyKyoaTHdC9qymOfofz2uyRSWn+L0qh3adQZSo7eOgSgKIqiKOUQNQAURVEUpRyiBkDZZrKzFXAC5bHPUH77XRIprb9FadS7NOoMJURvnQOgKIqiKOUQ9QAoiqIoSjlEDYAShIj4iMjPIrJbRHaJSFcRed9+v1VEZoqIj13WV0SWiEi8iIzL0o6HiEwWkb123TttuaeI/CAi4SKyVkSCHOq8aMv3iMiNDvJ+tixcRF4owX2+V0S22XXmi0gNW15dRBaKyD77tZotFxH5xO7XVhHp4NDWMLv8PhEZVtR9LkS/bxCRjXb/NopIL4d2OtrycLs/UpL7XdLI7ndwOPaciBiHc2mo/Z1tFZFVIhLsUDbb60REGtjX2j772vOw5QW+Fq9A79ttncNEZIOI9HAom+1vXpTnVWH1dpB3EpFUERlUGvQWkZ4ictb+vsNE5DWHssV6nuSJMUa3ErIB04CH7X0PwAfoC7jZsneBd+19b6AH8BgwLks7/wbesvddgBr2/hPARHv/HuAHe78lsAXwBBoA+wFXe9sPNLT12QK0LGl9xkprHe3Qz/eANxz2X7D3X3Bo62ZgHiBAF2CtLa8OHLBfq9n71Zz8W1liYikAACAASURBVLcHAuz91sAxh3bWAV3tfswDbirJ/S5pW3a/g71fF/gTK9ZA+nnVLf07AW5y+O5yvE6AH4F77P2JwOOFuRavUO9KXBrubQvszus3L6rz6kr0dvhu/wLmAoNKg95AT+D3bNoo9vMkz/Pf2RegbhknRxXgYPqFmkOZgcD0LLIHudwAOAJ4Z1P/T6Crve+GFYhCgBeBF7OWs7c/HeSZypWUPgPuQAxQ3+7PRGCkfWwPUNverw3ssfcnAfc6tLHHPn4vMMlBnqmcM/ttywU4ZV/4tbH/zO1jGbqXxH6XtC233wH4GQgGInC4ITkcr4ZtiOV0ndi/1UkuGXUZ5Qp6LRah3l2BXVnPF8ffvCjPqyvVG3gaGAV8xSUDoETrTc4GQLGeJ/nZdAig5NAQ6yb2pYhsFpEpIuKdpcwILGs1R8R2GwNjRGSTiPwkIv62LBDLOMAYkwKcBXwd5TZHbVlO8qKiSPpsjLkIPA5sA45jWcdT7cP+xpgTdrkTgJ8td1af4cr6fSew2RiTZOt1NAddS2K/SxrZ/g4ichvWzX1LLnUf4tLvk9N35wucsa81R3mmOvm8Fq9IbxEZKCK7gT+wzq3c9C7K86rQeotIIJYhPDFLOyVab5uuIrJFROaJSKs8PutqnSd5ogZAycEN6ABMMMa0BxKwXFUAiMjLQAowPR/t1AFWGmM6AKuBD9Kbyaa8KYS8qCiSPouIO5YB0B4IALZiWci5VstGVhx9hkL22/4jeRd4NF1UCF2d2e+SRna/wxvAy8BrOVUSkeuxDIDn00XZFMvrO72S36HAehtjZhpjmgMDgDFFoENWrobe/wOeN8ak5vOzSorem7DC7wYDnwKzrkDvq3q9qgFQcjgKHDXGrLXf/4x10mFPcrkFGGpsf08unAISgZn2+5/S27E/o67dphtQFYh1lNvUwXqSzkleVBRVn9sBGGP222V/xBqvBYgSkdp2m7Wx5gqkf7Yz+pz+2QXqt4jUwfpNHzDG7Hdop04OupbEfpc0cvodGgBbRCQC63vYJCK1AESkLTAFuN0Yc8qhney+u5OAj32tOcoz1cnntXhFeqdjjFkONLInrOV2LhTVeXUleocAM2z5IOAzERlQ0vU2xsQZY+IBjDFzAfc8vu+rdZ7kiRoAJQRjTCRwRESa2aLewE4R6Yf1pHGbMSYxH+0Y4DescaiMduz9OcAwe38Q8Jddfg5wjz3jtAHQBGsyzXqgiT1D1QNrEsqcK+tpJl2LpM/AMaCliKQnvLgB2GXvO/Z5GDDbQf6APQu4C3DWdg3+CfQVkWr2TOG+tqzIKGi/7WGdP7DG/FY6tHMCOCciXUREgAey9K9E9bukkcPvsMkY42eMCTLGBGH90XYwxkSKSD3gV+B+Y8xeh6ayvU7sa2sJ1rUGl/8OBbkWr0Tvxvb5gViz3D2wHhSy/c2L+LwqtN7GmAYO8p+BJ4wxs0q63iJSy+H7DsW6z56imM+TfFHQSQO6Xb0N60l2A5YLexbWRKNwrLGeMHub6FA+AssajLdPwPQZpfWB5XY7i4F6ttwLyyMQbp8sDR3aehlrJuke7JmztvxmYK997OUS3OfHsG76W7EMIF9b7mt/B/vs1+q2XIDxdr+2ASEOnzHC1iEcGO7s3xp4BcvtGOaw+dnHQoDtdj/GcWm2d4nsd0nbsvsdshyP4NLkrinAaYffYENe1wnW+PE6+zv9CfAs7LV4BXo/D+ywdV4N9MjrNy/K86qwemeRf4U9CbCk6w2Mtr/vLcAaoJuzzpO8No0EqCiKoijlEB0CUBRFUZRyiBoAiqIoilIOUQNAURRFUcohagAoiqIoSjlEDQBFURRFKYeoAaAoiqIo5RA1ABRFURSlHKIGgFJkiMi3InJCROJEZK+IPGzLu4iVgztWRGLESlBUO5v6HmLl2z6aRd5LrMRGcSJyQERGFlefFKU8IiKjRWSDiCSJyFc5lHldRIyI9HGQDRaRVSKSKCJLs6ljRCRBROLtbcrV64WSF2oAKEXJ20CQMaYKcBvwloh0xIpyNxkIwopSeA74Mpv6/+RSjG4gI9HPTKy0nVWBu4H/ikjwVeqDoihWXPm3gC+yOygijbBC057IcigWK4nPO7m0HWyMqWRvDxeFskrhUANAKTKMMTuMlaYWrMxUBmhkjJlnjPnJWEkyErFCdHZ3rGvHs74Py4hwpDpWPu5vjMV6rJC/La9mXxSlPGOM+dVYcfdP5VBkHFaI4eQs9RYZY36k7CeSKhOoAaAUKSLymYgkAruxng7mZlPsWqxY2Y58CrwEnHcUGmOigO+B4SLiKiJdsbwIK4pad0VR8kZE7gKSjZXprjAsF5FIEflVRIKKTjOloKgBoBQpxpgngMrANViZ05Icj4uVTvU1LHd/umwg4GaMmUn2fG/XSQL+xkqicaTotVcUJTdEpBLwH+DpQjZxHdZQYHMsL8HvDmlwlWJGDQClyDHGpBpjVmDlqH48XS4ijYF5wFPGmL9tmTfwHvCP7NoSkebAD1ipPT2AVsC/RKT/Ve2EoijZ8W+s4biDhalsjFlujEk2xpwBngIaAC2KUkEl/6gBoFxN3IBGACJSH1gEjDHGfONQpgnWE8HfIhKJ5TWobbsIg4DWwB5jzJ/GmDRjzB7gD+CmYuuFoijp9AaetK/PSKAu8KOIPF/I9gxWSl7FCajrRSkSRMQP6AX8jjWO3we4FxgiIoHAX8B4Y8zELFW3Y/2JpNMNa4JRByAGcAWaiEgvYAlW3uxbgHevXm8UpXxju+XdsK4/VxHxAlKwDAB3h6LrgWexPHuIiKt93A1wseulGmMuikgr+9g2oALWKoNjWJN6FSegHgClqDBY7v6jwGngA+BpY8xs4GGsG/frDut/4wGMMSnGmMj0DWsZUZr9PtUYsx8YAXwCxAHLgF+AqcXdQUUpR7yCZci/gLU65zzwijHmVJbrNRU4bYyJt+vdb5edgDUP6DzwuX3MH2s4Lw44gOX5u8UYc7F4uqRkRYwxztZBURRFUZRiRj0AiqIoilIOUQNAURRFUcoh+TIARCRCRLaJSJiIbLBl79tx27eKyEwR8bHloXa5MBHZYq/xTm/HR0R+tuvtsoO6ICLV7Vjx++zXarZcROQTEQm3P6eDQ1vD7PL7RGRYUX4piqIoilLWydccABGJAEKMMScdZH2Bv4wxKSLyLoAx5nkRqYgVJSrFTviyBQiw308D/jbGTBERD6CiMeaMiLwHxBpj3hGRF4Bqdls3Y60PvxnoDHxsjOksItWBDUAI1uSzjUBHY8zpovpiFEVRFKUsU+hlgMaYBQ5v12AlhsCO9Z6OF9YNGhGpghUC9kG7XDKX4kjfDvS096cBS7HiTN8OfG0sK2WN7UGobZddaIyJtdteCPTDihiXIzVq1DBBQUEF7aqilCs2btx40hhT09l65IZey4qSP3K7nvNrABhggYgYYJIxZnKW4yOwlncAICKdsbJI1Qfut5/+G2Kt6/7SzuS2ESsiXALgb4w5AWCMOWGvKQcIBBxDvh61ZTnJcyUoKIgNGzbks8uKUj4RkUPO1iEv9FpWlPyR2/Wc30mA3Y0xHbCir40SkWsdGn8ZK0DE9HSZMWatMaYV0Al40Q4G4YYV3GWCMaY9kIC1xjRX3bOR5RQ5KtuxDBEZaee13hATE5PHxymKoihK+SBfBoAx5rj9Go2Vmz0UrIl4WFHZhppsJhMYY3Zh3ehbYz2lHzXGrLUP/4xlEABE2a597Nf0nPBHyRwlrg5WAomc5NnpPtkYE2KMCalZs0R7NRVFURSl2MjTABARbxGpnL4P9AW2i0g/rHH62xzH/UWkQXp2Jzv+ezMgwo4adUREmtlFewM77f05QPpM/mHAbAf5A/ZqgC7AWXuo4E+gr4hUs1cM9LVliqIoiqLkg/zMAfAHZopIevnvjDHzRSQc8AQW2sfWGGMeA3oAL4jIRSANeMJh9cA/gOn2CoADwHBb/g5WQomHgMPAXbZ8LtYKgHAgMb28MSZWRMZgxaEGeDN9QqCiKIqiKHmTpwFgjDkABGcjb5xD+W+Ab3I4Foa1dC+r/BSWRyCr3ACjcmjrC6yJhoqiKIqiFBCNBKgoiqIo5RBNB+zAlysPsvXoWf4zsA0VPFydrY6iKIUk5K1FnIxPylfZiHf6X2VtFKVkoh4AB5JT0pi5+Rj3TV3L2UTNUKkopZX83vwBpq44eBU1UZSSixoADjzQNQj/Kp5sPHSauyevJjrugrNVUhSlEGx5rW/G/if3tifinf6XbemM+X0nKalpzlBTUZyKGgAOVPBw5Zk+TQHYHXmOQRNXc/hUYh61FEUpaVSt6J6x/+T3m7Mtc13TS3FBvl93+KrrpCglDTUAsjCoYx0a1fTGReB0QjJ3TlzF7sg4Z6ulKEoBGRxSJ2P/qRmXGwEV3C/N8/nvwr2cPa/Dfkr5Qg2ALLi5uvDPG5uTZmBwp7q4CAyeuJqNhzTMgKKUJh7s1iBjf3bYcVLTcs58ejrxIp8u3lccailKiUENgGy4sZU/7ev58MfWE0x/uDO+lTy5b8o6lu3VXAKKUlpoUbtypveNXpqba/lpqyM4eDLhKmqkKCULNQCyQUR4oV9zIuMusHBnND8+2pUGNbx5eNp6ftuSbcoBRVFKGCLCzW1qZZJFnr00sddgaF7rkpHg4erC23N3FZt+iuJs1ADIgc4NfenV3I/Plobj7irMeLQL7etW48kZm/l2TYnPlqooCtC/TUCm913eXpxj2VuDA1iwM4pV+0/mWEZRyhJqAOTCv/o1Iz4phQlL91PFy52vHwqlVzM/Xpm1nXF/7SObBIiKopQgejSucZnsr91Rmd63rVMVgD93RBLoU4Exv+/Kdb6AopQV1ADIhea1qnBH+zp8uSqC42fO4+XuysT7OzKwfSAfLNjLW3/sIk3/KBSlxFK1ojsd6vlkko34agMA6fb7lw92AqyJgC/c1JxdJ+L4eeORYtVTUZyBGgB58MwNTcDARwv3AuDu6sKHdwXzYLcgpq44SMM8JhYpiuJcrm/md5nstdnbM/Z9K3lm7N/StjYd61fj/T/3Ep+UUiz6KYqzUAMgD+pUq8gDXevzy6aj7I06B4CLi/D6rS0zyuw8rnECFKWk0tPBAEifFPj16kNk57ubuuIgr97SkpPxSUxYGl5MGiqKc1ADIB+Mur4x3h5uvDd/T4ZMRJyokaIo+aVVQBVqVPIAYPuxS8b6wp1RGdfxO3e0AeCtP3bRrq4PA9sH8vnfBzkSq5FAlbKLGgD5oJq3B4/1bMSiXVGsj7g8IJCHm36NilJScXERrm1ihf09HJvIl8M7ZRw7nZAMwD2h9TLV+Ve/ZrgIvDt/d/EpqijFjN658smI7g3wq+zJO/N2Xzb731MNAKUUERQURJs2bWjXrh0hISEAvPrqq7Rt25Z27doBNBGRAAARuV1EtopImIhsEJEetvx6W5a+XRCRAfYxEZGxIrJXRHaJyJMO8k9EJNxus0O6TiIyTET22duwou7zdc0uxf3/Y+sJmvlb6/8js0n4FXn2ArWrVmDktY34fesJjQKqlFnydecSkQgR2Zb+J2DL3heR3faFPFNEfGx5qMOfwhYRGZhbO7b8B4c6ESISZsuDROS8w7GJDnU62m2F238qV9UnX8HDlaf7NGXjodMs2hWd6ZiXQ0xxRSkNLFmyhLCwMDZssC7Df/7zn2zdupWwsDCAs8BrdtHFQLAxph0wApgCYIxZYoxpZ8t7AYnAArvOg0BdoLkxpgUww5bfBDSxt5HABAARqQ68DnQGQoHXRaRaUfb3miY1Sf+HmLvtBL8+0S3j2NoDpwBo7FcJgCFT1gDw2HUN8a/iyZu/7dTVPkqZpCCPrtfbF3yI/X4h0NoY0xbYC7xoy7cDIfYfQz9gkoi45dIOxpi7Hf5MfgF+dSi/P/2YMeYxB/kErD+R9D+UfgXoS6EYHFKHhjW8eW/+7kzpQ73c1QOglG6qVKni+NYFrDlyxph4c8nl5Z0uz8IgYJ4xJn3A/HHgTWNMmt1GusV8O/C1sVgD+IhIbeBGYKExJtYYcxrrv6VIr+fq3h4E17GWAyYmp/LHthMZx+6ebN3wpz/cGYADMVY44IoebvzrxuZsOXqW2VuOFaU6ilIiKPSdyxizwBiTvk5mDfD/7J15eE1HG8B/c7NKJCEkCCEh9iRCYo9dU1tLaq2le7W26v5R1farKl9b2lKK7gttKWrfqrbYg4QgG4IQYo2IRLb5/jjn3tzsqT0xv+fx5Jz3zMyZez3nnnfeeZcauvyGmdyWgn8wCkRfxQ8AfiumXTXAUUq5U/9x+hno8y8/wr/G0sLA293qE5N4nSX7c34QlAVAUZoQQhAUFIS/vz/z5s0zySdMmIC7uztAJXIsAAghgoUQkcAqNCtAXgaR+5mtAwzUtwzWCCHq6vLqgHmAfbwuK0yed97D9TFDL1z493U5OtTTrAAV7Kz4MzSerg2rmK5NXx9FFUfbfH2Cm1bHt4YTn6yNIjU961/fU6F4kCmpAiCB9UKIfUKI4QVcfw5YYzwRQrQUQhwGDgEvmykExY3TDjgvpTQvy+UphDgghNgihGiny6qj/UgYKfAHQ5/Lbf1o5OXRxlXxc6/A539Hm2RWFsoCoCg9bN++nf3797NmzRpmzZrF1q1bAZg8eTKnT58GuASMNraXUi6VUjZAU7InmY+lK+M+wDozsQ2Qplv5vgG+NzYvYDqyCHlugZTzpJQBUsoAFxeXAroUTcf6LkgJVR1t2RN3mbhLOYV/ZvwTm8u357c9pwDNgfDdno1ISEpj3tbj//qeCsWDTEnfXG2llM3Q9vBGCSHaGy8IISYAmcB8o0xKuVtK2RhoDowXQtgWN47Ok+ReSSQANaWUTYHXgQVCCEdK+IOhz+W2fjTyIoRgXPcGJCTldx5SKEoDbm5afnxXV1eCg4PZs2dP3iaXgb55hVLKrUAdIYR5ft0BwFIpZYaZLB5tKw9gKeBrJnc3a1cDOFuE/I7iW6MCFe2scLa3xiAgNvE6jd1ytj46fLqZib20/B7jlxwyyVt4OtPTpxpzthzLVUxIoSjtlEgBkFKe1f8moj3QLUDz3AV6AUOkzJ8YX0p5FEgBvIsaRx/LEngC+MOs/00p5SX9eB9wDKiH9oNRw+xWd+UHozBa1a5Ep/q3r0woFPealJQUkpOTTcfr16/H29ubmBhzoxsVgEgAIYSX0cFW99q3RrMQGMmrtAP8heYYCNABzUcIYDnwlB4N0ApIklImoFkPgoQQFXXnvyByWxTuCBYGQbu6LkSdS6atXiMgW0L4+0GAFiI4IKBGgX3HdW9AVrbkk3UqLFBRdrAsroEQwh4wSCmT9eMg4EMhRDfgP0AHM+cfhBCewGkpZaYQohZQH4grbByzW3UFIqWU8WZjuQCXpZRZQojaaM5+x6WUl4UQyfqPyG7gKWDmbX0TwNebj7Es7AxWFgYsLQRWFgasLASWBkPOsf73sh4/rFCUJs6fP09wsBaYk5mZyeDBg+nWrRt9+/YlKioKg8EA4AiM1bv0RXtpZwCpwECjsi+E8EBbuW/Jc5upwHwhxGvAdeAFXb4a6AHEokUNPAugP8+TgL16uw+llHcl9q5jfReWh5+lkZsj22IucjThGk7lrKhc3oaL12/i88F6U9tL12+a0gS7O9vxXKAnc7Yc45k2HvjWqFDYLRSKUoMorqKd/uJdqp9aAguklJOFELFoe33G1cAuKeXLQohhwDggA8hGe5j/Kmwcs/v8qI9hHurXF01JyASygPellCv0awHAj0A5NP+DMQVZIcwJCAiQxrCngvAYt6rI76IwGlR1YO2reXczFIrSiRBin3mUzoNIcc9yYVxIvknzyX8zprMXM//RUv3GTe2JlBLP8bnrevhUd2LFmEDTeXJaBp0+24xnZXsWvtRaZQNVlAqKep6LtQBIKY8DTQqQexXS/hfgl5KOY3b9mQJki8nZS8x7LRR9a+FOEfHfRzl16QaZ2dlkZEkysrLJzJJkZGeTkZlNZrYmy8iSZGZlc/BMEgt2nyLyXDIe41YRM7m7cghUKB5gXBxs8KnuxM5jObsYSakZOJWz4qX2tZlr5uh36ExSrr4Otla8EVSf8UsOsfrQOXr6Vrtn81Yo7gbFKgAPE+VtLGnk5lh8Q51BwAePNabeu1oARN0Ja9j3btdc1cUUCsWDRYd6LszeHIu1pYH0zGxWhJ9laKtajO/RMJcCUBADAtz5aUccU9YcpUtDVxUCrCjVqOXqbWJtaSBuak88KtkB4P/R30TkWTkoFIoHh471XciWkJ6pJfNatC8novjX51vmarssLHcCIAuDYGKvRsRfSeWH7XF3fa4Kxd1EKQB3iM1vdWJwS62gSK+ZIfl+OBQKxYOBn3sFHG1zjJ/hp68So5f6DqxbOVfbsb+H5evf1qsyXRu6MmtTLBeSb97dySoUdxGlANxBPg724ZO+Wsjz2N/DmLzqyH2ekUKhyIulhYF2enVANydbLA2CP82sAKHvdi12jHd6NCQtI4vpG6KKbatQPKgoBeAOM6C5u6nQyDfbTvD4VyH3eUYKhSIvxuqAF67fpFMDV5YcOGOq71G5vA0GMwf/pNSMfP1ru5TnqdYe/LH3NEcTrt2TOSsUdxqlANwFmtWsyO53ugBwMD4Jj3GrchUPUigU95cO9TQFICNL0s+/BheSb7IlOidVeOzkHqbjLtM2FzjG2C51cSxnxUerjuQrEa5QlAaKzQNQlrjV2OFb5WZmFvXfXWs6PzDxESraW9+z+ysUt0JZzgNgzq3m/SiIZjUrsGRk2zs2Xl4ysrKpO0GLNoqb2vOu3UdR9ijqeVYWgLuIjaUFJ6b0oHqFcgA0nbSByHPKXKhQlDX2n7rKjfTM4hveAslpGbSY/Lfp/JddJ+/KfRQPH0oBuMsIIdg+rjP9/bUc492+2MZqs1rkCoXi/tDOzOP/6yHNAHj/sUbETe3JgYmP4GhriVM5q1x9VowOJG5qT9O/bW93Ml0L+nzrHZ9jQlIq/efs5MqNHD+EiX9FqC0HxR1BKQD3iE/7N2FysJa4cOT8/XyyVhUVUSjuJwazVL4j5u/Hp7oTi0K1aIDP/44mJT2LRS+3xsLMI/Cxr0JYU4gCH38lleMXrt+x+R1NuEbwrB1EnkvOd62g8ESF4t+iFIB7yJCWtVj0cmsAZm8+Rt+vd9znGSkUDzdNajiZji+npHMk4Rp/HTjD/N2nGNKyJvWqOLB3Qu6wwBHz9zNzY67qiXTUowo6T8tbF+nW2Bp9gf5zdnIzM6vA68vDz3ItLX90gkLxb1AKwD2muYczO8drlVL3nbyCx7hVZGUrc55CcV8Qgr9f1wp5nbmaCsCrf4Rhb23Ba13rAeBsb22KGjBaA6ZtiGbEr/tMw/TydTMdr404d1tTWrj3NM/+uJcaFcvxWBO3Qtt1/HTzbd1HoVAKwH2gmlM5Iid1M53XeWc1STeUNq9Q3EuMareXqwPt9Re8kVGdvHJF7Hz/THMAsrIli0doeT7WRJyj3SebTG2MisTLZorBv5qPlExbH8Xbiw/Spk4lZg9pxmKzBEWg1SsxcjklXTkVK24LpQDcJ2yttAiBynrhoCYfrif6fP69PoVCcfeZMcgv17mbHrljxMIgmNCjIQB9v95B+PtBua5nZmXj5eqAq4P2PE9a+e+ygKZnZvP6wnBm/hPLwAB3vn+mOXO2HCM9K5v6VRxM7RpVc6RyeRvsrLUiRN2+2Pav7qNQmKMUgPuIEILQd7vS208z8wV9vpV1h2/PfKhQKEqO0b2vgp01VR1tTfKfd8bla/ti+9qm49jE68RO7m46H7fkEEk3MvjnzY4AfBdygrSMgvfv85KUmsHT3+9h6YEzvPFIPab29SHqXDKL9sUzrJUHUWYLAyG0JEbWljk/3aruiOJWUQrAA8CXg5rywWONAHjpl31M3xB9n2ekUDxcXLp+M1fK371xV0hMTsvX7o/hrQDNCmBpYWDrWzlhgE0+XE/itTSeaFYdgD6zthd73/grN+j39Q5CT17m84FNGNOlLgD/XXEYZztr2tXLCVV0c9IUlA71Xbh6I4MvBmpWi7G/h6mwQMUtoRSAB4Rn2nry24vaj8uMjTE8OW/XfZ6RQlG2MX9pfv53NOlZ2bzTo4FJ9uaig/n6tKxdyXT80444JLlfvJ2nbaFvMy3nR+S5ZE5fvlHo/Q/FJxE8ewfnrqXx03MtCG6q9Vt96Bx7467wRlB99p+8Ympfo6IdQkA7r8oYBBy/mGIqQz7hr4h/89EVCqCECoAQIk4IcUgIESaECNVlnwohIoUQB4UQS4UQFXR5C71dmBAiXAgRXNQ4uvwDIcQZs349zK6NF0LECiGihBCPmsm76bJYIcS4O/Fl3G9a16lEyH+0FcXO45fwGLeKbBUhoFDcNYSAyHPXWLD7FMNa1eLFdrVp4eEMaKF4BWX326PX+Xh/+WGMj+e0/k14u1t9AIZ8u5tmNSsA5HISNOefyPMMmLsTawsDS0a0oU0dbaWflpHFx6uP0qCqAwObu7MpKhGAlp7Opv2KivbWNHGvwJboC6wZqzkeLth96q5lIlSUXf6NBaCTlNLPLKfwBsBbSukLRAPjdXkEECCl9AO6AXOFEJZFjGPkc13uJ6VcDSCEaAQMAhrrY80WQlgIISyAWUB3oBHwpN621FOjoh1HP8yJEKj9zmoV76u4o3h4eODj44Ofnx8BAdpjOHHiRHx9ffHz8wOoK4RwAxBC9NaV/DAhRKgQIlCXdzJT2MOEEGlCiD7m9xFCzBRCXDc7txFC/KEr7buFEB5m1wpU9O8Fk1YewbGcFa92rYsQgkl9vE3Xhn23J197V0dbAmpVBMgVCjiyoxdzh/kDWmpgI+ZFhkBL5fvCT6HUcbVn6ag21DVz8vt223HOXE3lvccacSnlJhFnNC//xm5OucbojAaz5QAAIABJREFUWM+Vg/Fa+uFhrWoByiFQ8e+55S0AKeV6KaVR5dwF1NDlN8zktsDtLGF7A79LKW9KKU8AsUAL/V+slPK4lDId+F1vWyYoZ61FCDjYanqT7wfrOXYHM4wpFJs2bSIsLAxjQZ233nqLgwcPEhYWBpAEvKc33Qg00RX654BvAaSUm4wKO9AZuAGsN44vhAgAKuS57fPAFSmlF/A58D+9bYGK/p3/1Pk5cOoq22Mv8VrXelSw08L+6ld1MDnm7jt5hf2nruTr95vuC2DM0mdMKvho46qseiUwV9unv9eUiOxsyZTVR5n4VwQd67vyx/DWuDrkOB6ev5bG7M3HCGpUhTZ1KrMlKkdxaOzmmOuXtGN9F6SEkNiLfNi7MQCnLt8g7mLK7XwdioeMkioAElgvhNgnhBhewPXngDXGEyFESyHEYeAQ8LKZQlDUOKP1lcb3QoiKuqw6cNqsTbwuK0yeDyHEcH3lEnrhwoWCmjyQCCE49MGjdPeuCkCXaVvYePT8fZ6Voqzi6OhofmpAf91IKa/LnM1yewpW6PsBa6SUNwD0l/enwNt52vUGftKP/wS6CCEEhSv6d5WbmVqJbi/X8gxuWTPXtfd65RgUX/09LF9GPisLA6/oDnt5aezmxJ4JXXLJpqw5ypjfDzB363GGtqrJvGH+2NtY5mrzydooMrMkE3pq4YabzSwHjatr/z9C3wfwqe6Es701m6MuIIRgxpNNAej42eYSfXaFAkquALSVUjZDM7mPEkK0N14QQkwAMoH5RpmUcreUsjHQHBgvhLAtZpyvgTqAH5AATDMOX8BcZBHy/EIp50kpA6SUAS4uLgU1eaD5eqg/7+o/CM//FJovBalC8W8RQhAUFIS/vz/z5s0zySdMmIC7uztAJXIsAAghgoUQkcAqNGU/L4OA38zORwPLpZR5k+abFHd9UZCk36tECv2dVub3nLgMwIQeDbGyyP1TWKm8jSn736nLN5i96Vi+/q8/Us90vDfucq5rrg62uZJ9zd1ynFUHExjfvQGTentjmed+B+Ovsnh/PM8GelCrkj2ZWdls0xUAa0sDdVzK52pvMAja163M1ugLZGdLHjfLGLgo9DRFcTThGplZ2UW2UTwclEgBkFKe1f8mAkvRtXMhxNNAL2CI2SrBvN9RIAXwLmocKeV5KWWWlDIb+IYc7T8ecDcbsgZwtgh5meSFdrX59fmWgJaC9Knv8+9LKhQlZfv27ezfv581a9Ywa9Ystm7VqthNnjyZ06dPA1xCe4kDIKVcKqVsAPQBJpmPJYSoBvgA6/RzN6A/MLOAW9+WQn+3lPlnf9ybb58eMO3nA3y5MabArHtTn/AB4Lc9pxkwZyep6TmWAmOyL3N6+1VHiPwfd5/u7R/USLP4HTh9lWtpmuG0QVWHfAoKaOGAl1LSiTibBMCcoVpFw7f+zB+9YGRtRALdv9xmup/i4aZYBUAIYS+EcDAeA0FAhBCiG/Af4HGj6U9v42l0+hNC1ALqA3GFjaOfVzO7ZbBRDiwHBunOQ55AXWAPsBfNUclTCGGNtgJZfqtfQmkgsG5lU8zx1ugLKkJAccu4uWmrRVdXV4KDg9mzJ59CeRnom1copdwK1BFCVDYTDwCWSimNnqpNAS8gVggRB9gJIWL1aybFXf+NcNLvdV8U+mMf96BBVc0B7+nv9/D4VyGcS8qJ/be1sqBrwyqm87cWHcxXt8M8LHBP3GUavreWVQcTTCGGQohcSkCrKRs5FJ+Uby7BTavjVM6KL/6ORkrJ5qhELAwCC4PQ9v8BicRcd2hf1wUhYLPuK/DbnpyVf0F5AdIysvho1VEMQvNzUChKYgGoAoQIIcLRXr6rpJRrga8AB2CD7gU8R28fCIQLIcLQVvkjpZQXixgH4BM9PPAg0Al4DUBKeRhYCBwB1gKjdEtBJtoKZR1wFFioty3T1Kxkx+H/5jhI135nNddvqtAfRclJSUkhOTnZdLx+/Xq8vb2Jicm1tVQBiAQQQnjp+/QIIZoB1mgWAiNPYmb+l1KuklJWlVJ6SCk9gBu60x9oSvrT+nE/4B/dcliYon9XsTAI1r7anjlDtZX+wfgkWk3ZyOzNsaY9//cfy/EFOHQmiR+2nyhwrI/6eOOipwEetWA/j30VYkrtLYTgr1FtTW0f+yqE1XlKClews2Zsl7psi7nIpqhENkVeoJqTLVnZkkZ5IgCMVCpvg091J7ZEX2BTVGIuK8a6w/n9hb7ffoL4K6k0rVnR5PCoeLgpVgHQPe2b6P8aSykn63IvKaW7Wejey7r8F72dn5SymZTyr6LG0a8Nk1L6SCl9pZSPm+8dSiknSynrSCnrSynXmMlXSynr6dcm85Bgb2PJiSk9sLXS/uu831+nPH8VJeb8+fMEBgbSpEkTWrRoQc+ePenWrRvjxo3D29sbX19fAEdgrN6lL5rFLwwt9HagcbtPD+NzB0paA/c7oJJuEXgdGAeFK/p34OOWiG7eVQn5Tyec9eI/n6yNouv0LWyKTMTd2Y5WtZ1NbT9adZSTl3KeN+NKu7yNJXve6WLy14k4c42gz7fy3xWHSUrNwM+9An38cvbpR87fz4w8/jzDWteidmV7xv4WxpGEa6a6AkYLQEF0rOfCvpNXeGtROJ6V7U3y/67IvR5KvJbGrH80Q0yn+qXPF0pxd1CZAEshQggiJ3U3mSc7fra5wD1MhSIvtWvXJjw8nPDwcA4fPsyECRMAWLx4MRERERw8eBC0ENszAFLK/5kp9K2llCHGsaSUcVLK6rrvToFIKcubHadJKfvri4cWUsrjZtcKVPTvFTUq2rFzfGdTTP3py6k8++Nenv9xLy08K+Vq+/xPoflM7EJoz+UL7WqzeERrU67+H7bH0WXaZhbuPc1b3Rpga2WgiqP2Yp++IZqXfjHlQ8PKwsCEng1J1q16Lg42GAQ0rKpvAUjI6z7Qob4rABevpzOhR0OsdV+BhKTcaYw/Wx9Fiu6f0FHvo1AoBaAU8+3TAfynm5a69Onv9zBnS35PZYVCUTJsLC2Y1Mebzwc2wdKgvWk3RiaaVur1qmi6TGzidRbsOVXoOP61nNkxrjNt6miKw8Xr6by9+CAj5++nVe1KnL92k88HNgE0U32LyX+bFIrODXJezpdT0qntUp5y1oWnRKilpwIG6NIw94v90vWbAEScSWKRXlbYxcGGRtUKtygoHi6UAlDKGdGxDj8+q9Uqn7omkhd+Ci2mh0KhKIrgpjVY9Uo7apuZ1AGiz1+nuYeWomTC0ohcDoN5qVzehl+eb8moTnVMsvDTV00Oe9PWR5tKCicm38Rz/GoysrJzORnujbtSpPkfyLeNYF6b4HPdofC/Kw7jVM4KS4OgQz0XDIaCgi4UDyNKASgDdKzvyia9DOnfR8/TYOIaVR1MobgN6ld1YNnotqZEXEb2xuWEz7X/dFORaU4tDIK3Hm3At08F4GBriaVBUNdVsyLEX0ll2He7c+UKqDthDf9Earn/jab+clY5q38tXjLn5R19Ppn5u09hp1sIjiRoYYpPtda2MX7ddcpUWKhLgypkZks6qv1/hRlKASgjeFa2J0KPEEjLyMZz/GpVHEShuA0cbK2YPaQZ7/ZsiIXZqtnogJuemc309cWX7u7aqAqrxrSjXhUHYhKvm5SKg/FJPPL5Fha80JKazpopf/gvWm2BSb21egTLwgqOhpRSMmnlEeytLVg6UoswMFoXyptlGDQWFnJ1tMHCIGjnpRQARQ5KAShDlLex5PjHPUyrh0bvrePUpcLLkSoUiqIxOvYZS3UDDGpek9Z6/P8qPZwvuxiLW81KdiwZ2YaBAe6siTiHje4kePpyKoO/3Y13dUfT9gLA+iNaGF9qRhYhMRfzjfdPZCLbYi4ytms96ld1oFE1R7ZEX8A4DaOlwVhYaFvMBZrVrICTndUtfhOKsohSAMoYBoPgxJSetNfTmLb/dFOBPyAKhaLktPB0ZsVorcjPjzvi8HSxJ9ArJx/Sa3+EF5tdz9bKgv/18+WTvr655ENa1uSfyMRc2wtb9aged+dyTFp5hMysbKTUEgGlZ2YzedVRarvYm8z9Hetr4YCZug/BiI45vgderuWJOHNNef8r8qEUgDLKz8+14M0gLVf50O928+2248X0UCgUReFTw4m2XtrKf8HuU/nKdPf9egevLwwjMblw50CAAc3dWTyijclSN3/3KTa+0bHAtqnp2USdT+YPs/z+P++M4/jFFN7tmVPDoGN9V5MDoRCwPTYnV5OxqqDa/1fkRSkAZZjRnevy/TNavfePVh1l5Px9xfRQKBRFMbC5VjXw6da1OHEhdwKuLg1cWRmeQOfPtvDN1uOkZxZecMe7uhNhE4NM50O/3W2y2tWoWM4kv6iH8k1fH01yWiaXU9L5cmMM7eu50MlsRd+0ZgUc9L3/g/FJLN4fb7q2PPwsrir8T1EASgEo43RuUIWNb3QAYPWhc/h8sE5FCCgUt0hQoyo42lpyNTWDFWMCTYl3QMsZsOqVQFp4OjN59VG6f7mVbTGFJ+hysrPi4AeaEnDiYgpboy/QwsOZ6QP88rW9lJJOTOJ1Dp+9xo30LCb2bJirqJCVhYHAutqWxLaYi1Qub0N//xqm8471XQosQqR4uFEKwENAHZfyph+a5LRMPMevzlW1TKFQlAxbKwse93NjbcQ5Ktpbs2Rkm1zXn/lhL98/05zvnwkgK1sy7Ls9vPRLKKcvF+yM62hrxRS9oiBoBYU+Wx8FwIrRgbnSBxsZ2rImdavkL+ZjLF8M8Naj9ZigpyUGlf1PUTBKAXhIcLS14vjHOVXJGr63lvgrKkJAofi39Pd352ZmNqsOJphCApvWrABoXvcfLD9M5wZVWPdae956tD5boy/SdfoWpm+ILlDxHhDgbqpK2KCqA3tOXAa0XARfDGqaq5AQwKtd6xU4r5pmWQH7+bvnKvhjtA4oFOYoBeAhwmAQxE3taQphCvzfJnYeu1RML4VCYY5vDSfqVSnPon05jnnPtfXkjUe0F/OPO+L4aOURrC0MjOrkxT9vduDRxlWZsTGGrtO3sOZQQq5tOAuDYNaQZnzzVAArxgSa5IPm7SQhKRU/9woc/7gHFeys6FTfhYr2+Sv5hcZdZuT8/abzqzfSc12PKKAEsUKhFICHkN+Gt+KVLnUBePKbXfy0I+7+TkihKEUIIejv786BU1eJTbxuko/pUhfv6pqj3bchJxg5fz830jOp5lSOGU825Y/hrXCwtWTE/P0M/W43MXq5YNC26R5ppBX3srYwUKNiOaLOJdNrRgjbYy9iMAjC3gvih2db5JvPyoNnGfztbpzNVvxf/B3D+Ws50Qgfrjxyx78HRelHKQAPKa8/Uo+5w7Q66O8vP8zY3w/c5xkpFKWH3k3dsDAIFoVq3vamkL7ncxIGrYk4R59Z2zl2QVMSWtauxMoxgXzYuzGH4pPo9uU2PlxxJFc4Ycz566RnZfPWo/VZNjoQZ3trhn23m1mbYsnOzu28K6Vk7pZjjF5wgCY1nFg8og3GhIUL9pzKFfobeS4ZhSIvSgF4iHm0cVU2vNYe0FKOBny0QUUIKBQlwNXBlk71Xdio5+434mRnxZyh/qbz6PPXeXxmCKv1jIGWFgaeau3B5rc6MSDAnR92nKDzZ5tZGHqa7GzJ4bOaqb6xmxNeruX5a1Rbevm68em6KF78OZSkG5qykJmVzcRlEUxZE0kv32r88nxLKtpbI9ESC9lZW/DNthNUdbQ1zSU5T94ChaJECoAQIk4IcUgIESaECNVlnwohIoUQB4UQS4UQFXR5C71dmBAiXAgRXNQ4xYzlIYRINRtvjlkff32sWCHEDKFiXG6JulUcCH9PixC4eD0dz/GrSctQEQIKRXH083cvUN7Nu6rJnA/aS3/k/P1MWnmEjCwtN4CzvTVTnvBh+ahAajrb8fafB3ni6x38vvc05aws8NQrEdrbWPLlID8+7N2YrTEX6PXVNvacuMzwX/bx665TvNShNjMGNcXWrGiQs701Izt6mc4Ht9RyF3y9WZULV+Tm31gAOkkp/aSUAfr5BsBbSukLRAPjdXkEECCl9AO6AXOFEJZFjFPUWADH9PZ+UsqXzeRfA8OBuvq/bihuCSc7K46ZRQg0mLiWs1dT7+OMFIoHn84NckLrzKv0AUwO9jYdO9tbMzDAne9CTvDkvF25ygj71HDiz5fbMH1AE85cTWXfySukZmRxxcyJTwjBU609+OOl1iRcTWPA3J38E5nIR328Gd+9Yb7yvgLwqe4EwLlraYzV/X1mKwVAkYdb3gKQUq6XUhrLze0CaujyG2ZyWyiyYmaRYxWGEKIa4Cil3Ck1m/XPQJ9b+BgKHQs9QiCgllaQpM3Uf9gbd/k+z0qheHCxtjTQTg+vu5LH697VwZbP+jcBtCQ/2VIy48mmHEm4Rq+Z29hxLKc+h8EgeKJZDVPCLoBOn23m+5ATZGblZBN0sLHE2jLnJzv89NVCrXXbzcZfd/jcbXxKRVmmpAqABNYLIfYJIYYXcP05YI3xRAjRUghxGDgEvGz2ci9unHxjAZ5CiANCiC1CiHa6rDoQb9YmXpcpbpM/R7RhpF5IpP+cnfy66+R9npFC8eDST8+2tzw8f9nevs2qmxSERfviuZmRxbJRbXEqZ8XQb3cze3Nux77L1zUl4sV2nvi5V+DDlUfoMUNTFnYcu8gTX+/A3saSZaPa8kpnLxbti+eJ2Ts4eSknJbHRhWdTZCItPZ1pXbsS0zdEm/IV7DuplHpFDiVVANpKKZsB3YFRQoj2xgtCiAlAJjDfKJNS7pZSNgaaA+OFELbFjVPIWAlATSllU+B1YIEQwhEoaL+/QEuDEGK4ECJUCBF64ULhaTkVObzdrQGzhzQD4N2/InhzUfh9npHiTuLh4YGPjw9+fn4EBGg7cRMnTsTX1xc/Pz+AukIINwAhRG/dNydMf44CdXknM9+cMCFEmhCij35tvhAiSggRIYT4XghhpcuF7q8Tq4/ZzDgnIcTTQogY/d/T9/gruWUaVNXC/ozJe8wRQvBxsI+p9O/EZRFkS1g2OpDuPtX4ZG0Uw3/ZR1Kq5px3+Ow1AB5vUp2fn2vB3GH+3EjPYvA3uxn8zW6ysyVLR7ahiXsFXg+qzw/PNOfM1VR6zQxhg14+GOD8tZtEnkumUwNX3u3VkKTUDFOI4IcrVDigIocSKQBSyrP630RgKdACtIcW6AUMkQW4j0spjwIpgHdR4xQ2lpTyppTykn68DzgG1ENb8ZtvE9QA8qvgWr95UsoAKWWAi4uqhlVSevhUY+2rmsHlz33xtJmyUUUIlCE2bdpEWFgYoaGaL+5bb73FwYMHCQsLA0gC3tObbgSa6D49zwHfAkgpNxl9c4DOwA1gvd5nPtAA8AHKAS/o8u7k+OwMR/PjQQjhDLwPtET7TXhfCFHxLn30u8YR/QVujruzHeO7NwAgLSObkfP3IYCvnmzK+481YnNUIo9/FcLhs0kcPpuEpUFQr2p5hBAENapCH78cw2ZKehZL958xmf07NXBl5ZhAPCrZ8+LPofxvbSQAW/RSwp3qu9LYzYmBAe4kJmtFhcJVQiCFGcUqAEIIeyGEg/EYCAIihBDdgP8Aj0spb5i19zQ6/QkhagH1gbjCxtHPCxvLRQhhoR/XRvvhOC6lTACShRCtdO//p4Blt/ldKPLQoKojByY+AsDZpDQ8x6/mZqaKECiLODrmqhRnQLeoSSmvmyn39hRsaesHrDE+u1LK1VIH2EOOst4b+Fm/tAuooPvzPApskFJellJeQXMKLnVOveaZAc0Z1toDf9235tiFFN5ZegiAZ9t68sdLrUjLyOKJ2TuYvfkYXq7lsbG0ICMrm3GLD/HVpliCm1Zn05sd6eFTlWkbonnk8y2sP3wOKSXuznYserk1g1vWNHn5n7uWRjUnW+pVKQ/A60H1TFYIgBvpmSgUUDILQBUgRAgRjvYwr5JSrgW+AhyADXlC9AKBcCFEGNoqf6SU8mIR41DEWO2Bg3qfP9H8CYy2thFoq5FYNMuAud+A4g5R0d6a2MndTef1312bK8OYovQhhCAoKAh/f3/mzZtnkk+YMAF3d3eASuRYABBCBAshIoFVaFaAvAwCfivgPlbAMMD4nFcHzN+SRt+dwuR5x3vgtvOkrg8JoeXSKKgEsIVB8L++PqbKgcvCzvLbHu3j+tdyZtUr7UwKQuS5ZC5ev8nzP4XyR+hpxnT2YvqAJnhWtmf2EH/mv9ASW0sLhv+yj6d/2MuxC9extbLg42Afk9MhgIOtpan6n6uDLSM75YQFfrP1xN35MhSlDvEwmXUDAgKk0eSp+Pc8/lUIB3UT4pKRbWhWs9RZaRXA2bNncXNzIzExkUceeYSZM2fSvn2OO44Q4gzwnZTyffN+us/Oe1LKrmayasBBwE1KmZGn/TdAipTyVf18FTBFShmin28E3kbbQrCRUn6kyycCN6SU0wr7DA/Ksxx57hrdvtjGgIAaLAyNZ85Qf7p5Vy2w7Vf/xPDZ+mhAiyBYMqIN3nq4XkJSKq2n/JOr/Sd9fRnQPH+ugYysbH7eeZIvNkSTlpnFc209GdOlLuVtLPEYt8rU7t2eDXk+0BMhBGkZWfh8sI6MLO33Pm5qzzvy+RUPPkKIfXnC7k2oTICKErN8dCAvtvME4InZO/hj76n7PCPFreDmppWYdXV1JTg4mD179uRtchnom1copdwK1BFCmJeWGwAsLeDl/z7ggua8ayQeMH+jGX13CpOXGtrVdcHVwYY/C9kGAHipQx0aVHXA0iCwNAhGL9hvSgMcmZA/VW9lh/xFfwCsLAw8H+jJprc6Ety0OnO3HqfzZ5tZeiAnMKqtVyU+WnWUUQv2c/1mJrZWFnw+0O82P6WirKEUAMW/YkLPRsx4sikA/1l8iPFLDt3nGSn+DSkpKSQnJ5uO169fj7e3NzExMebNKgCRAEIIL2OWTd1r3xowLyH5JHnM/0KIF9D29Z+UUprbxJcDT+nRAK2AJN2fZx0QJISoqDv/BemyUsO1tAyCm1VnU9QFEpML3iKzsjDwab8mZEtJNSdbTl9JZdzig0iZkwK4qqMtc4f509jNked+DOXTdZFk6aGC09dH4TFulelfwEd/s1CvRZCYfJPX/siJ1tkeq/0XrT50Du/31+ExbhWjF+TU+1BVQBUAlsU3UShy83gTN2pXtqfXzBB+23OKHccusuWtTvd7WooScP78eYKDtezcmZmZDB48mG7dutG3b1+ioqIwGAwAjsBYvUtftJd2BpAKDDQ6BQohPNBW7lvy3GYOcBLYqesOS6SUHwKrgR5ofjs3gGcBpJSXhRCTgL16/w/NfH0eaNwr2lG9Qjne/SuCQK/KZGVL/jpwhuHt6xTY3qeGEy+2r83cLcdpX8+F1YfO8dOOOKo42tLS05kvBvlRzakcHeq58P6yw8zadIyw01f5clBTZvwTe8fmffhsEq3rVLpj4ylKJ8oHQHHLXLp+E/+P/jadR3/UPVemMkXppKg9wweFB+lZTk7L4LN1Ufy866QpEc+JKT1MTnh5ScvIotsXW8nMltR0tmNv3GUWvdwGP/cK+dou3HuaicsiqGhnzawhzUzOggVxMzOL+u+uNZ0HNarC5GAfUm5mMmL+fo4mXOOxJm58+HhjKtoXvL2gKHsoHwDFXaFSeRtizCIE6r27plDzp0JRVnGwteK/vb1ZMqKNSdZm6j+5cv6bY2tlwdS+vsRfSaWaUzlcHWwZNX+/qdKfOQOau7N4RBusLQ0MnLuTH7afKDQfh7n4iabV2RiZSPDs7Vy5kc7y0W0Z3r42K8LP8uyPe1WtDwWgFADFbWJlYSBuak8aVHUAoMXkjYSfvnqfZ6VQ3Hua1qxoypuRkJRG1+lb+HlnnGkP35xWtSsxpGVNlhyI58V2niQmp/HGorACX+7e1Z1YMSaQjvVd+O+KI4z57QApN4uO5W9YzZGFL7VGSi2l9/chJxjXrQFzhjYjNvE6PWdsY2v0gxFKqbh/KAVAcUdY+2p7nmnjAUDvWdtZvC++6A4KRRmkor01ffy0KItG1Rx5b9lh+s3ZQeS5/FkCx3VvQFVHW+bvPsWbQfX5+2gi32w7XuC4TuWsmDcsgLe71Wf1oQR6z9pObGLuyAFz3WFzdCL+tSqy+pV2dG1YhSlrInn2x70EeDizfHRbXB1sefqHPXz5d0yuegSKhwulACjuGB883pjpA7RkJG8sCuf9ZRH3eUYKxb2nn78W0Ti0dS0+H9iEk5du0GtGCJ+sjcxVvc/B1orJwd7EJF4nJT2L7t5V+d/aKEILqcJpMAhGdvTi1xdacvVGOo9/tT1XEaJsMw1g74krpNzMxMnOiq+HNmNSH292Hr9E9y+3kZCUxtJRbejjV53P/47muZ/2ciUlvaBbKso4SgFQ3FGeaFaD5aPbAvDTzpMEfZ7XQVyhKNu0qVOJ6hXKsSj0NMFNa7Dx9Q70aVqd2ZuP8egXWwmJySnV27lBFXr7ufH15lieD/SkRsVyjF5wgEvXbxYxfmVWjmlHw2qOvPLbAT5YfjhfBsL0rGxTqJ8QgmGtarFsVFscbS0Z+t1uZm86xqf9fPmojzc7Yi/Ra2YIB+PV1t3DhlIAFHcc3xoV2DtBSxYXff46HuNWkZGVP0WqQlEWMRgEfZtVJyT2IglJqVS0t+az/k1Y8EJLDEIw9LvdvP5HmOkl/16vRjjYWjFp5RFmPtmUyzfSeW1heJGm+apOtvw+vBXPtfXkxx1xDJq3M5djn521hakokJGG1RxZMSaQ/v41+GpTLIPm7aJTA1cWvdwagH5f72T+7pOq6NdDhFIAFHcFFwcboj/KiRCoO2FNkasahaIs0c/fHSlhyf4zJlkbr8qsGduOMZ29WB5+lq7Tt/Dnvnic7a15/7FGhMcnsefEZd5/rBFboy/w9ZZjRd7DysLAe4814qvBTYk6l0x1BCt5AAAgAElEQVSPGdty7lWnEpujE/O9zO2sLfmkXxO+HOTH0YRr9PhyG+eupbFyTCCt61RiwtII3lgUTmq6Kvr1MKAUAMVdw9pSixCoXdkeAP+P/ibijCpHqij71KxkR0tPZxaFns71Era1suCNoPqsHtuO2i7leXNROEO+3Y1vjQp0bejKZ+ujCPSqTG8/N6atjypRxr5evm4sGx2Is1lsf/t6Lpy+nMrxiykF9untV51Vr7TD3bkcL/2yjy83xjBnqD+vda3H0gNnCJ69nROF9FWUHZQCoLjr/PNmR4a0rAlAr5khLAs7U0wPhaL00z/AnbhLNwg9eSXftXpVHFj0Ums+6uPNofgkHv1iK1WdbAEYt/gQk4N98Khszyu/HyhRbg0v1/L8Naqt6fzXXScB2BJVeKifR2V7Fo9ow/OB2jZC36938FiTavz4bAvOXUvj8ZkhrI04928/tqIUoRQAxT1hcrAPn/TzBWDs72FMWnnkPs9Iobi7dPeuip21BYtCCy4QZDAIhraqxd9vdKBrQ1d+3XWKtIxsdh6/xMrws8we0ozktAzG/hZWYC6BvJSzsjAdG1fvszcXnT7YxtKCib0a8d3TASQkpdJrZggXk2+y6pV21HYtz8u/7uPj1UfJVD48ZRKlACjuGQMC3Fk6UsuW9l3ICXqa7VkqFGUNextLevpUY9XBBG6kF564p4qjLbOH+PPtUwFUM1oBlhzC0iCY1FsL3/tyY0yh/Y2Y6wgLX9Ic+y5eT+fHIrIHGunSsAqrx7bDu7oTbywKZ9q6KH58pjnDWtVi3tbjDP52N4nXVJbPsoZSABT3lKY1K7LnnS4AHD57DY9xq9TqQlFm6R/gTkp6FmsOFW9K79qoChte70DnBq7a+fStlLexpJ9/DWb+E/OvMvc1rVmRL/Tyvx+sOMLbfx7MlYOgIKo5leO3F1sxtktd/go7wxNf72Bgc3e+GOjHofgkes4MYfdxVUWwLKEUAMU9x9XRlqiPupnOvSas4bJKRKIogzT3qIhHJTsW5nEGLIzyNpZ8/0xzevlWA2DE/P2cS0qjvI0lr/4RVmh9gYLo5l0VawvtJ37RvniCZ+8grhjHPguD4LVH6jH/hVbcSM/kidk7uHojnaWj2uBgY8ngb3czb+sxFSpYRiiRAiCEiBNCHBJChAkhQnXZp0KISCHEQSHEUiFEBV3eQm8XJoQIF0IEFzWOLncWQmwQQsTofyvqciGEmCGEiNXv08ysz9N6+xghxNN36gtR3BtsLC04MaUH7s7lAGg2aQNHzuZPl6pQlGaEEAxo7s7uE5fpMm0Ln62L4sjZa8W+QL8Y6Eejao4AhMReJDktk8sp6YxasL9Qi5mlRe7qg7ZWFrTxqoRnZXt+eKY5Z6+m8thXIaw/XLw1onWdSqwZ257AupX5YMURpq2P5qfnWhDUqAofr45kxK/7uZaWv3iRonTxbywAnaSUfmZlBTcA3lJKXyAaGK/LI4AAKaUf0A2YK4SwLGIcgHHARillXWCjfg7QHair/xsOfA2awgC8D7QEWgDvG5UGRelBCMG2tzszIKAGAD1mbGPlwbPF9FIoShfD29VmcrA3VZ1smb05lh4zttG5GGXA0sLAtAFNsDQImntUpEM9FwD2nbzC8z8VXAbZ0dbKdDzk210AdKznwomLKdR2sWflmEA8Ktkz/Jd9TF0TWezWm7O9Nd89HcC7PRuyOSqRgXN38lygJ+/2bMiGo+d5fGYIRxOU0l6aueUtACnleiml0bNlF1BDl98wk9sCJbEV9QZ+0o9/AvqYyX+WGruACkKIasCjwAYp5WUp5RU0ZaRb3kEVpYNP+jXh42AfAEYvOMDUNZH3eUYKxZ3D0sLAkJa1WPBiK/ZM6MrkYG/cKuRWBj5dF5lPGWhYzZGRHeuwN+4Kz7T14MtB2p7+lugLPDJ9S4HJeqY+oT1H22MvsSkykQ71XU193J3tWPRyawa3rMmcLccY+t1uLiQXnZxLCMEL7WqzeEQbrPSSxKnpWcx/oSU30rMInr2dJftV4a/SSkkVAAmsF0LsE0IML+D6c8Aa44kQoqUQ4jBwCHjZTCEobJwqUsoEAP2vqy6vDpjH0MTrssLk+RBCDBdChAohQi9cUOUvH1QGt6zJn3pK0jlbjhE8e/t9npFCceepXN6GIS1rMf+F3MrA15uPFagMjOrshZdreSYsOUSXhlXYrTvQxiRex/uDdfnS/Q5qUdN0/OyPe0nLyKJWJTs26/kAbK0s+DjYh2n9mxB2+io9Z2xjbyHFh8zxrVGBlWMC6eXrxrQN0czYGMMPzzbHz70Cry8M552lh4p1MlQ8eIiSOHMIIdyklGeFEK5oq+0xUsqt+rUJQADwhMwzmBCiIdqKvr2UMq2wcYQQV6WUFcz6XZFSVhRCrAKmSClDdPlG4G2gM2AjpfxIl08EbkgppxX1OQICAmRoaMHmM8WDQUJSKq2n/GM6P/ZxDywMoogeijuNEGJfni26B46y9ixfvH6TdYfPsfpQAjuPXSJbgmdle3r4VKWaUzkmLotgaMtaTOrjTdzFFDp+ttnUt7efGxN7NaJyeRsAYhOv03W6VoSrmpMtfu4V2Bx1gQPvPYKtWa6AownXGPHrPk5fSWV89wY8H+iJEEU/a1JKFoXG897yCOytLfmkny97464wZ8sxfGs4MWtwM9yd7e78F6S4ZYp6nktkAZBSntX/JgJL0fbd0Z3vegFD8r789fZHgRTAu6hxgPO6aR/9b6IujwfczYasAZwtQq4o5VRzKkfkpJzdnDrvrCbphnI2UpRtzC0Deyd05eNgH5Nl4N2/IpASftl1kh+3n6BWJTu+HmLyh2b1oQS6TNvCwr1apIGXa3nTtYSkNNZEnCM1IyvfSr9hNUeWjwmkSwNXPlp1lFEL9pNcjGOf0alx5ZhAXBxseP6nUKSUzB7SjBMXU3jsqxA2RSUWOYbiwaFYBUAIYS+EcDAeA0FAhBCiG/Af4HEp5Q2z9p5Gpz8hRC2gPhBX2Dh6t+WA0ZP/aWCZmfwpPRqgFZCkbxGsA4KEEBV1578gXaYoA9haaRECrg7aiqbJh+uJPp98n2dVdvDw8MDHxwc/Pz8CArSFwcSJE/H19cXPzw+grhDCDUAI0VuPwAnTt9ICdXkns2ifMCFEmhCij37NUwixW4/Q+UMIYa3LbfTzWP26h3FOQojxujxKCPHoPf1CHjAqlbdhcMuauZSBpjU1A+kHK47QZuo/RJxNooWnMwCvdq1H/SoOvL34IE9+s4tjF67nUqKNbIrMvwXqaGvF3GH+vNOjAesOn6f3rO0leta8XB34a1Rbhraqydytx5m79TizhzSjqqMtz/24l+kbokuUvVBxfyl2C0AIURtttQ5gCSyQUk4WQsQCNoAxM8QuKeXLQohhaF78GUA28KGU8q/CxtHvUQlYCNQETgH9pZSXhWaP+grNwe8G8KyU0hiG+Bzwjj7eZCnlD8V92LJmNnwYeP2PMJYc0GoHzBnqTzfvqvd5RqUfDw8PQkNDqVy5skl27do1HB21sDMhxGlgtf48lwdSpJRSCOELLJRSNjAfT4/KiQVqSClvCCEWAkuklL8LIeYA4VLKr4UQIwFffdxBQLCUcqAQohHwG5pF0A34G6gnpSx0U/lhfJaXhZ1h7O9hABhE7sx/s4c0Iyk1gymrj5KWkc2oTl5sjDzPwfjcxbfipvYsdPxdxy8xesEBUm5mMuUJH/o0LdCtKh+rDyXwn8UHQcL7jzdm1/FL/LkvnnZ1K/PloKa5ihQp7j1FbQGUyAegrPAw/miUBX7ZGcfEZYcBGNPZizeC6t/fCZVyClIAzBFCnAFWSClH5JG3Br6XUjbMIx8OdJBSDtGV9gtAVSllpt7nAynlo0KIdfrxTt1KeA5wQQ/7lVJO0ccztSvsMzysz/Jbi8JZcuAM3z/TnDNXUvlm23FT3n83J1sC61YmNO4Kxy+m4OVantjE67n6j+1Sl9ceqVfo+InX0hi94AB74i4zrFUt3u3VEBtLi0LbGzl9+Qav/H6AA6eu8mQLd+pVcWDKmkgq21sza0gzmtZUUdr3i9v2AVAo7ifDWnvwx/BWAMz8J5aBcwt9LyhKgBCCoKAg/P39mTdvnkk+YcIE3N3dASoB75m1DxZCRAKr0CJ+8jIIbQVv7HvVLPLHPELHFL2jX0/S25c4qudh592ejXC2t+Z/ayLpH1CDTW925JO+WpGts0lpLN5/xlQCOO/LH+DLjTHsOHax0PFdHW2Z/2JLhrevzS+7TjJg7i7OXE0tdl7uznYsfKk1L3eow297TvPbnlNMCfbBYBAMmLuTX3bGqeyBDyBKAVCUClrWrsT2cZ0B2H3iMh7jVqk9xltk+/bt7N+/nzVr1jBr1iy2bt0KwOTJkzl9+jRo23qjje2llEt1s38fYJL5WLrTrg85PjgFuZHLYq4V1cf8Xg99SK+TnRWTejfmSMI15m09DsCA5u681L42AO/1asSUJ3wI9CrYugMw4tf9HLuQXzkwYmVh4J0eDZkztBnHEq/Ta8a2EtUhsLIwMK57A35+rgWXU9KZ8NchhraqRbu6LkxcdphX/wgrsiiS4t6jFABFqaF6hfwRAiod6b/Hzc0NAFdXV4KDg9mzZ0/eJpeBvnmFeuhvHSGE+dtlALBUSmn8j7iIlrDLmP3TPELHFL2jX3fS71WiqB4p5TwpZYCUMsDFxaWEn7bs0c27Gt29q/LlxhjTKv/NR+vjX6sin6yNpIWnM7++0JL9Ex9hip4YyJyk1Ay6TNtSbP2Nbt7VWD66La4Otjz9wx6+/DuG7BIo3e3rubB6bDsCajkzdU0k5awseKl9bZaHn6XPrO1FKh+Ke4tSABSlCmOEQEU7Le2p7wfrCzR1KgomJSWF5ORk0/H69evx9vYmJiZXudkKQCSAEMJL39dHr8VhTY7jL8CT5Jj/0cOBNwH9dFHeqB5jtE8/4B+9/XJgkB4l4ImW+jufVqLI4b+9G2NraWDc4oNkZ0usLAx8Nbgp1pYGRs3fT2p6Fs721jzZomahjn/NJm1g0sojRJxJKtQ8X9ulPEtHtaGPX3U+/zua537ay5USFO5ydbDl5+da8Naj9Vl7+ByrIxJ4M6g+F6+n8/jMEFYfSritz6+4MygFQFHqEEJw4L0gU8W0rtO38PeR8/d5VqWD8+fPExgYSJMmTWjRogU9e/akW7dujBs3Dm9vb3x9fQEcgbF6l75oYb9hwCxgoDHnhx7G5w5syXOb/wCv65FClYDvdPl3QCVd/jo5zn+H0aKAjgBrgVFFRQAotBfsxF6NCD15hV93nwS0HBqfD/Qj6nwyHyw/nKt9xH8Ljqz8LuQEvWaG0PGzzfxvbWSByoCdtSXTBzThoz7e7Ii9RK+ZIYSfvlrsHA0GwahOXix8qRXZ2fD5hmj6+FWnbhUHRs7fz6SVR8hQpcDvKyoKQFGq+T7kBB+uPALA64/U45Uude/zjEo/KhNg6UBKyVPf72H/ySuse609NSpqGfg+WxfFV5ti+ax/E/r51zC17/TZZlPEwFeDmzJ6wQHTNf9aFQk7fZWsbEmtSnb08KlGT59qNHZzzJUdMPz0VUbO38+F5Ju8/3gjBreoWWz2QICkGxm8vTicdYfP09arEs72NqwIP0tArYp8NbgZVZ1s79TXosiDigJQlFmeC/RkwQstAZi+IZph3+2+zzNSKO4NQgg+DvZBAhOWRphW7q92rUur2s68+9ehXEl9Nr3Z0XR8MyOb8PeCTOf7Tl7h036+TH3Ch5rOdszbepxeM0Po8Olmpq7JsQw0cddqArSuU4kJSyN4Y1F4gUWJ8uJkZ8Wcof5M6t2YvXFX2H38Ek+2qMmRhGv0mrmtyMgExd1DKQCKUk8br8pse7sTANtiLuIxblWJnJUUitKOu7Mdbz1any3RF1iqJ8yytDAwY1BTyttYMXL+flJu5njeP9FMi658Y1E4CddSifqoG8YF/OsLwwmJvci0AU3YO6ErU5/woVYlO77ZllsZiL+SyvfPNOe1rvVYeuAMwbO3mywLRSGEYFhrD/4a2Zbytpb8vvcUHeq54GBrxdBvdzN7c6x6bu8xagtAUWa4kZ5Jo/dyMkIf+iAIB7Ma6YqSobYAShdZ2ZL+c3Zw/GIKG17rgIueQnvHsYsM/XY3jzdx4/OBfiZTvce4Vaa+C15oSYNqjvSasY2zSWkAONpaMr5HQwYGuGMwCC6npLP+8DlWHUpgx7FLZGVLajpr2wQOtpZ8s+04WVmST/s3KXGmzhvpmby37DB/7ounsZsjtlYW7Dt5ha4NqzBtQBOcyqnn9k6htgAUDwV21pacmNIDe2stc5nPB+tLtDJRKEozFgbBJ/18uXEziw9W5Dj/talTmVe71uOvsLP8vjcnz9K47jmZnJ/+YQ/bYi7wywstcbS1xNIgcHe2Y/ySQwyct5PYxGSc7a0Z1KImvzzfktAJXflf3xzLwKfrorielknyzUxe/nUfH68+SmYJHPvsrC35rH8TPh/YhLiLKcQmXifQqzKboxJ5bGYIh88mFTuG4vZRCoCiTCGE4PCH3Xi0cRVAc3xS1ckUZR0vVwde6eLFqoMJrDt8ziQf3cmLdnUr8/7yw6aX6ovtapuuZ2RJxv4exvrD55kz1B+AinbWfBzsQ/T563T/chvTN0STlqHt81e0t2Zg89zKQBuzpEPzth7Ha8IaNh49X6LMf8FNa7DylXa4O5cjJPYijdwcuX4zkydm72Bh6Oli+ytuD6UAKMokc4cF8E4PbaXz7A97mb059j7PSKG4u7z0//bOOy6Ka23Az7v03gQBQbGjqNh7N3ajMSYxvd9cE5PcxJuiMaYZE9PzpV5TTTeJpluCLbEXrIgNVGyoYANBpZ7vj5lddgUUzYKF8/zgtzPvnDlzzuzOzDvnvKVHfWLD/ZjwyyayThlxmSwW4e2RLQn2dmf0N0a6XxeL8B87b5n+cTV5Zc5WZm06wAvDmrEk9TCb0rOY/98eDGoewTvzUxj0zmJW7DzicDyrMvDl3e1ZN6Evr4woCTp0zxeJ1B03i5dnbyFpX/lxBgDq1vBhxv2duatLDBv3ZeHuYiHEx50npm9k7IyNNuVD43y0DYDmimbR9kxu/8yIKdMnNoxP72x3kVt06aNtAC5fkvZlMez9JdzQNprJZo4AgNVpR7nxoxUMiAvnvZtbkXWqgJYvzAWgYZgvvZuEMeXvnVzVpCZRQV5MXZbG04ObcG+3evy9PZOnf0li79FTjGwbzbhBsQR6l5/hb+XOI4z8aIWDLDrYy+Za2LxWQLmug3M3H+Lx6YZnQQ1fD/YfP0VcpD8f3tKG2iHeTjhD1Q9tA6CptnRvFMrfj/cEYP7WDBqNn62TkmiuWJpHBfCv7vWYtnovS1NLXOvaxQTzeP/GzEw6wJfLdxPo7c5N7Y3oyykZOdzaoQ7PD41j/tZDrNtzjPZ1g5k0awtzNx+iR6NQEh7pwb971GP62n1c9ebf/Lp+f7nXUYd6ISQ914+BdgaBob4efLp4F0PfW0r31xby8uwtbNx3vFQdfZvWZPZ/uhEfFcj+46cI8nZj28ETDHl3MfO36GBfzkaPAGiqBbl5hcQ9W+IhkPx8f3w8XM+yR/VFjwBc3pwuKGLA24soVjDnkW54uxu/8+Jixb++TGRRSibTR3XGw83CgLcX2/ZLmzyYOZsO8p9p6wj0duN0QTH5hcX8OKoTzWoFAJCcnsVTPyWxYV8W3RuFMumaZkQHl/1mrpTi0yW7eHn2VqKDvHj52hbsPXqSmUkHWJp6mMJiVe7IQGFRMe8uSOWdBSm4WoSiYkWxgtG96jOmb2NcLOcOPqQx0CMAmmqPj4crO18ahJuLceOIe/ZP9hw5eZFbpdE4H083FyaPaMGeoyd5M2G7TW6xCG/cEE+Ynyejv11LhL8XHeoG27Yv3JbBgGbhfPuvjuQXFpN1qoBTBUXc88VqDpougnGRAfz0QBeevbopa9KO0vetv/lo0Y4yLf9FhHu71eO7f3XkZH4Rd01dhauL8MXd7Ul8+ipeHdGCejV8HUcGZhkjAy4W4dG+jfj23o4E+7hjDQ/w/sId3P7ZSg7n5FXuSawm6BEATbXjrs9XsXCbkd7063s60LVh+alTqyN6BODKYPzPSXy3ag8z7u9Mq9pBNvm6Pce4YcpyejYOY3irWjzwzVrbNmvioJ2ZOdz5+Wr2HDWU5LhIf374dyeHUbP046d45tdk5m05RNMIf16+tjnx0YFltiXjxGke/m4dK3Ye5eYOtXlmSFM83Qx33eMn80lIPuQwMhAV5MXg5hEMah5BVJAXj/24wXbNAoT7e/L+La1pUyeozONpSvjHIwAikiYiSSKyXkQSTdlrIrJVRDaKyM8iEmjK25vl1ovIBhEZfkZdLiKyTkT+sJMtttsnXUR+MeU9RSTLbtszdvsMEJFtIpIqImPP/7Roqiuf32VkKQO49dOVfGzmVddoriTGDoylpr8nT87YSF5hiSV9q9pBjBvYhLmbD7Hn6Eki7eLwv5mwDTCyAP70QGfio6xD/9n8Z9p6iuwi9UUGevHx7W34362tOZyTx/APlvL878nk2EUetBLm58nX93RgVI/6fLtyDzdMWc5eU7kI9HbnhnbRJSMD17Wgfqgvny7ZxbD3lzLs/aU0CPNlaHwkrubQ/8Hs04ycspzPl+7SNj3/gAqNAIhIGtBWKXXYTtYPI51noYi8AqCUelJEvIF8Ux4BbAAilVKF5n5jgLaAv1JqSBnHmgH8qpT6UkR6Ao+dWU5EXIDtQF+MXOKrgZuUUpvP1g/91qCxZ+HWDO6auhqAAXHh/O+2Nhe5RZcGegTgymHB1kPcPTWR//RpyKN9G9nkSinu/3ot87YcomfjUOZtKYmVkTJpIG4uxrvhyfxCHvp2HfO3Gtvv6VqXCUOaljpO9ukCXpuzja9X7ibC35MXhjXjqqY1y2xTQvJB/vvjBlwswlsjW9KrcViZ5Y6fzCdh8yFmbiwZGSiLIS0ieGVEC23TUw6VYgOglEqwPtSBFUCUKT9pJ/cEbN+aiEQBg4FPymmoH9Ab+OUch28PpCqldiql8oFpwLAL7YumetIrNowF/+0BwJzkgzR79k/9NqG5ougdW5NhLSP54K9Uth7MtslFhFeua0FkoBeLUxwT8Yycsty27O3uypTb2nBT+9qAkT546tJdpY7j7+nGxGuaMX1UZ3w9Xbn3y0Qe+GYNGdmnS5XtFxfO7w92Jdzfk7unrubNudsdRhasBHq7c0Nbx5GBno1DS5X7Y+MBhr63hBS7xEeailFRBUABCSKyRkTuK2P73cBs64qIdBCRZCAJGGWnELwNPAGUFytyODBfKZVtJ+tkTiXMFpE4U1YLsA8Ttc+UlUJE7hORRBFJzMzMLKuIphpTL9SXpOeMrGg5eYXUHTerQtnNNJrLhWeGNMXP040np290eNAGeLnxwS2tseq8Hq7G42DtnuMcsntwu7pYeGl4M8aYIwjP/b6ZmRsPlHmsNnWC+OOhbjzevzHztmTQ542/+XrF7lJJfmJq+PDzA10Y0TqKd+ancOfnqziam19uH6zKwNS72rP+mb68el0Lh+07MnPp+9YiXvxjs1biz4OKKgBdlFKtgYHAaBHpbt0gIuOBQuAbq0wptVIpFQe0A8aJiKeIDAEylFJrznKcm4Dv7NbXAnWUUvHAu5SMDJTlA1Lmt66U+kgp1VYp1TY0tLT2qNH4ebqx86VBtvUmz8yxzU9qNJc7Ib4ePHt1Uzbsy+LzM97em9UK4JmrjSH9vMJi6tbwAaDDS/MdyokID/dpyMRhxjvY6G/Xsmh72S9U7q4WRvdqwJ+PdKd5VABP/7KJ66csd0hNDODl7mJLQbxy11GGvLOYdXuOnbM/VmUgbfJgpo/q5LDtkyW7qDtuFs/9lsz6vaXjDGgcqZACoJRKNz8zgJ8xhuARkTuAIcAtqowzrZTaAuQCzYAuwFDTnmAa0FtEvraWFZEQs96ZdvtnK6VyzOVZgJuI1MB444+2O1QUkF6xLms0pbFYhLTJg+nSIASAbq8u1DnKNVcMQ+Mj6RMbxusJ29h9xDFB1i0danN1fCSAQ/Ks5TscQ/8C3NYpxvb2bY2wWR51a/jwzb0deOP6eHZm5jD4ncW8/uc2h9C+IsKN7WszY1RnLBbhhinL+Wp5WoUf3G1jgtk6cQA3d6jtIJ+6LI1r3l9K11cW8tKsLVoZKIdzKgAi4mPOzSMiPkA/YJOIDACeBIYqpU7ala8rIq7mch2gMZCmlBqnlIpSSsUAN2IYEN5qd6jrgT+UUqft6goXMzKEiLQ323sEw+ivoXksd7O+3y74LGg0Jt/c29EWJ/3mj1eWOd+p0VxuiAgvDm+Gq8XC2BlJDg9DEeHla0vi+Fsfpjd9vKJUPQA3tI0m0NtI15u07+xZ+0SEEW2imP/fnlwdH8l7C1MZ+H+LSynXzaMC+OOhrnRrGMqEX5N55Pv1nMwv7U1QFp5uLrw0vDnv39waP09HQ8DME3l8vnSXTRmYNHOzVgbsqMgIQE1giYhsAFYBM5VSc4D3AD9grumi9z+zfFdgg4isxxgteMDee+As3Ijj8D/AdRjKxgbgHeBGZVAIPAj8CWwBflBKJaPROIFH+zbiI9Mj4LnfN/Pwd+sucos0mn9ORIAX4wbFsnznEb5f7Zhpz9fDlT8e6grAtyv32ORT/t5RZl3PXW1MBbzwR8Vuu8E+7rx5Q0u+vqcDxUpx88creezHDRyzm/cP9Hbnk9vb8li/Rvy2IZ1r3l/KjsycCvdvcIsIZj3cjZZ2sQjyi4q5s7MxatGopq/DyMCkmZtZt+dYtVYGdCAgjaYcUg6doO9biwAI8XEn8emryk1icjkRExODn58fLi4uuLq6kpiYyIQJE/j111+xWCxs2LAhG2iilEoXkWHARAzD3ULgEaXUEgARqTvaO2QAACAASURBVI3h0RONYYMzSCmVJiJ9gNcwXjBygDuVUqki4gF8CbTBGMkbqZRKM+saB9wDFAEPK6VK4jaXgb6WL4ziYsVNH69gc3o2c8f0INwuBgBA11cWsO/YKbo2qMESM5fAjpcGlQq9W1ysqPfULKAkeFBFOV1QxDvzU/ho0U78vdyYMKQJ17Ss5XBtLUk5zMPT1pFXUMRr18czqHlEhesvKCrmjYTt/M9OeekdG8ZbN7QEIGHzQWYlHWBJ6mEKihS1Ar0Y1DycQc0jaBkdeEVc4/aczQ1QKwAazVnIOlVA/PMJtvWtEwfYIphdrsTExJCYmEiNGiURELOzs/H39wdARPYCs5RSo0TEF8hVSikRaYEx2hZrlvsLmKSUmmuWK1ZKnRSR7cAwpdQWEXkAaK+UutNcbmHWeyMwXCk1UkSaYoz+tQcigXlAI6VUue4Y+lq+cHYdzmXA24vo1jCUj29v4/DAyzhxmvaTHA0AuzcK5cu725eqJ2asYa51odfE1oPZjPspiXV7jtOtYQ1evKYZdUJ8bNsPZJ3igW/Wsm7Pce7pWpexA2Nt8Qkqwt/bMxnz/XqOmKMMUUFefHhLG5qbwY2yThYwd8shZm5Mv6KVAZ0LQKO5QAK83Nhh5yEQO2EO6cdPXcQWVQ7Wh7+JBdOrRimVY2fg62OVmw9tV6XUXLtyVlsgBVgrDKDEQHcY8IW5PB3oY9r4DAOmKaXylFK7gFRMQ2ON86lbw4cxfRsxb4sRfteeMD9P+scZAXzczYftou2ZHCkj9v6QFsZb+edL0y6oHbHh/kwf1ZmJw+JYt+c4/d5axId/7aDAzCsQEeDF9/d14s7OMXy6ZBc3fbTClpOgIvRoFMrs/3SzGfbuO3aKq99bwrRVe1BKEeDtxnVtovj8rvYkju/L69fH0zjcj6nL0hj+wTK6vrKQF/+4sqcJtAKg0ZwDF9NDoF2MEXe88+QFrNp19CK36sIREfr160ebNm346KOPbPLx48cTHR0NEALYh90eLiJbMTx07jbFjYDjIvKTGdr7NTNCJ8C9wCwR2QfcBkw25bb4HaYdT5Z5rArH9dA4h3u61qV5rQCe/TXZYR4eYFSP+oAxf26l3aR5pep4ckAsAK/M2XrB7XCxCLd1imHemB70bBzKK3O2cvW7S2zugO6uFp4bGsc7N7Vi84Fshrxb2oDwbIT5e/Ll3R1sob8Bxv6UxOPTNzrE+7AqA5/d2Y7Ep0uUgS+WX9nKgFYANJoK8uOozozuZdwcb5iynK9W7L7ILbowli5dytq1a5k9ezbvv/8+ixYZdg6TJk1i7969YMzPP2gtr5T62Rz2vwbDHgDAFegGPIYR76MecKe57VEMe4Ao4HPgTVNeXvyOCsX10EG9nIeri4VXRrQg61QBE/9wjKDeqnaQLQeAlWJFKR/98tIAXwjhAZ5Mua0tU25rw/GTBVz74TKe/XUTJ04XAIYb46+juxDg5catn6zkg79SSwUXKg8XizC6VwOmj+pEuL9h8zB9zT6Gf7CUtMO5pcoHeFVMGVh7BSgDWgHQaM6Dx/vH8uEtrQGY8Msmxvyw/iK36PyJjDR8vsPCwhg+fDirVpXy5z4KjDhTqJRaBNS3i8WxzgzHXYgRpKu1iIQC8UqpleZu3wOdzWVb/A7TVTjAPFaF4nrooF7OpWmkP/f3rM9P6/azcFuGw7Y7OscAEB3sZZMN/2BZqTq83Y1Bny0HskttuxD6x4Uzd0x37ugUw5crdtP3zUX8mXwQgIY1/fj1wa4Mah7Bq3O2cd9Xa8g6VVDhutvGBDPnkW70M3MUbD14gp6v/0WCWX9ZnKkMvGGnDFz7wTK6TF5wWSsDWgHQaM6Tgc0jmPNINwB+Wrufji/Nv2wu/tzcXE6cOGFbTkhIoFmzZqSkpNgXCwS2AohIA7tYHK0Bd0picQSZD3wwcnhsBo4BASJizTzTF8NVF4xYHXeYy9dhxAJRpvxGEfEQkbpAQwyXY00l82DvBtQP9WH8T0kOWfwGt4ggxMedmBAfmkSU2IecOer1rBlFcNLMLTgLP083nhsax0/3dybQ241/f7WGf3+VyMGs0/h6uPLuTa149uqm/LUtg6HvLSE5/eyxCOwJ9HZnym1teGFYnE1231dreHn2FgqLyotQbxDg5caIM5SBJhH+l7UyoL0ANJoL5PjJfFq+MNe2fjl4COzcuZPhw40M3YWFhdx8882MHz+eESNGsG3bNiwWC0lJSVlAnFJqv4g8CdwOFACngMft3AD7Am9gDOGvAe5TSuWbKcBfwHAdPAbcrZTaKSKewFdAK4w3/xuVUjvNusZj2BdYXQ1tuUXKQl/LzmPN7qNc97/l3NaxDi8Ma2aTv/7nNt7/K5Uv7mrvEPVv50uDsJhugUXFivoX6A5YEQqKivlk8S7enrcdNxcLTwxozC0d6uBiEdbsPsrob9Zx7GQ+E69pxg1to89doR3J6Vnc9+Ua9ptGve1ignj/ltaE+XmeY09Hsk4VMG/zIWYlHWBRSiYFRYrIAE8GNo9gcIsIWl1kbwLtBmiibxoaZ1NYVEyD8SXPqhXj+pTyrb7c0OmAqx/P/ZbM1GVp/PDvTrSvGwwYbnhdX1nI3V1iaBkdxOhv1wIwqHk4H9xSkjrb6g64/cWBuLtWzqDy7iO5PP3LJhanHKZldCAvX9ucJhH+HM7J4+Hv1rFsxxFubBfNc0PjzksJz80r5Jlfk5mxdp9N9uOoTrSLCb6gdtorA4tTDpNfVGxTBgY1N5QBi6VqlQHtBqjRVBKuLhbSJg8m3ow+1vHl+azZfe6EJhrNpcTj/RsTFeTF2BkbbbH6IwK8GBAXzver99IrNpRbzBDBs5IOOsy9W+fUv65Eo9g6IT58eXd73h7Zkj1HT3L1u0t4Zc5WfD1c+eqeDozuVZ9pq/cy4sNl7DlS8URePh6uvHFDPG+NjLfJrv/fcj5ZvPOChvGt0wSf3tmOxAlX8eYNxjTBV8t3M+LDZXR5ZQET/9jMmt3HKmzEWJnoEQCNxkm8PGsLUxbtBGDytc25sX3tc+xxaaJHAKoni1Myue3TVTzQsz5PmC5+q3Yd5YYpy3lpeHNGtKlF46fn2Mpbh/zTDufS8/W/HGSVybHcfF6atYUf1+yjTog3k65pTteGNZi3+ZDNKPetkS3p06TmedW7MzOHu6auZrepQFzVJIy3RrbEz9PtH7c5+7QxMjBzY8nIQESAJ4OqYGRAjwBoNFXAuEFNePemVoDhazzup40XuUUaTcXp1jCU69tEMWXRTjbtNwzr2sUEGYZuy9Jwd7Gw+IletvIb9h4HIKaGT5n1VRZBPu68dn08397bAYsIt366kjHfr6dV7UD+eKgb0cHe3PNFIq/9uZWi83jLrhfqS8Kj3bnT9ICYtyWD+OcT2HbwxNl3rAD+nm5c29pxZCAu0nFk4IXfq35kQI8AaDROJjk9i8HvLAGgTog3fz/e6xx7XFroEYDqS9bJAq56629CfT347cEuuLpY+H71Hp6ckcR3/+pIp/ohPPVzki1hUJ/YMESMhyVA/VAfGoT5IggiGP8I5h8iYn46rmOWK5HbrUs5coxgRd+tKokhFejtxpAWEXy9oiSh0fVtogjx9Si3DhzaZMjnbznEBrtMh7HhfgxrWavMOiivX+XU/+Oavazbc7xC34czRlS0EaCJvmloqoqjufm0nljiIbDtxQF4uF7aHgJWtAJQvfljYzoPfruOScObcUuHOpwuKKLjy/PpVC+ED281jP+shn8AcZH+JKeXxAFoXNMPhUIpI5qTUsqMK+24bmw3y5mPoTK3Yd1euk5jX0X26XOnDnZ3sZTZrkv5EVjZCoBrWUKNRvPPCPZxJ2XSQBqaHgKNn57DqvF9ztvFSKOpagY3j+CLmDTeTNjO1fGR+Hu6MbJdNJ8s3kX68VNEBnqx+IledHt1IQB/PNSVomJl84b589HuF6XdxcWK71bvYfKsreQVFfNw7wZ0axjKQ9+tI/34KcYNiuXOzjFluuQpVbZiUFSseD1hG58u2WUrO/fR7kQEejkqEKUUFkdFBjtFRqF4YvpGjuTks9lJAZQuFG0DoNFUEm6mh4A1kEr7SfNZv7diQ38azcVCRJgwpClHcvN5f2EqALd1rINSymbpHx3sTYMwXwCenLERV7ssfecKqFNZWCzCLR3qMO+/PbiqSRivJ2zn8ekbeH5oHD0bh/H875t56Lt15OaVHi0QESwWwcUiuLpYcHOx4O5qwcvdhQlDmvLtvzrYyvZ9axFrdh/Dz9MNf083ArzcCPB2I9DbnSAfd4J93Anx9aCGrwehfh6E+XkS5u9JTX9PwgM8ST9+isUphy/6wx+0AqDRVDqz/9ONu7rEAHDN+0v5MXHv2XfQaC4yLaICubZ1LT5fksaeIyeJCvLmqiY1mbZ6r81N8I+HugLwQ+I+cvMK6dHICAo5bfXF/X3X9Pfkg1va8Mntbck5XcjdX6wmzN+DB3rWZ1bSAYa9v5TUjPMz7OtcvwaJT19FnRAj/8Edn63i+d+TK2ywl3LoBN1fXUjM2JmM+HB5qe1RQV58dmfVz7pVSAEQkTQRSRKR9SKSaMpeE5GtIrJRRH4WkUBT3t4st15ENphRwezrcjGzh/1hJ5sqIrvs9mtpykVE3hGRVPM4re32uUNEUsz/O9BoLmGevTqOt0e2BODx6RuZ8Mumi9wijebsPNE/FheL8PJsI8zvnZ1jOJqbz+8bjDQNnm4uNov5vm/+zdODmwDwwu+by6yvqrmqaU3mjunBXZ3rMm3VHqav2cetHetw/GQ+Q99bym8bSqWbOCs1fD1Y+N+ejOlrRLn+fGka8S8klMqmaCX9+ClGTllOzNiZ9H1rEXuOlo5P4OvhylODYlnw3548OSPp/Dv5DzmfEYBeSqmWdsYEc4FmSqkWwHZgnCnfBLRVSrUEBgBTzMQfVv5DSWxwex4362+plLJmWBmIERe8IXAf8CGAiAQDzwIdMPKGPysiQefRF42myrmmVS1+f9B4a/pqxW6uevPvi9wijaZ8wgM8GdWjPrM3HWTlziN0qh9Co5q+fLE8zRYk57mhRkz99KzTNj/2/Is0BVAWPh6uPHN1U34Z3YUavh58uXw3EQFeBHm78/B363jut2TyCyveXotFeLhPQ34Z3QWAE6cLaTVxri1T4rHcfB74Zg0xY2fSefICVtqlDbcIXNu6FiE+7ojADW2jWPBYD+7rbmQYzTyRB2DLM1IVXPAUgFIqwcwCBrACI4MXSqmTdnJP7NJ6ikgUMBj4pIKHGQZ8qQxWAIEiEgH0B+YqpY4qpY5hKCMDLrQvGk1V0TwqgMSnrwIgNSOHmLEzKbiEbpgajT33da9HRIAnE2duRim4vVMMm/Zns9YuNfAHZnbMPm+UKLS7j5ROs3sxaREVyG8PduGpQbGkZuSQmZOHRWDqsjRu/Gg5B7JOnVd9LaMD2fhcP9uUwPAPlhEzdiatJs5lVpJjdsEXr2nG53e1Iy4ygJ/W7iemhg+/ju7Cq9fF24yCGz1dEk48NtyfqqKiCoACEkRkjYjcV8b2uwFbD0Skg4gkA0nAKDuF4G3gCYwkIWcyyRzmf0tEPExZLcB+QmmfKStPrtFc8tTw9WD7iwNt6w3Hz+ZwTt5FbJFGUzZe7i48OSCWTfuzmbF2H8Nb1cLP05Wpy0rC/g5qHmFbblvHGIh9edbWKm/ruXB1sXBf9/okPNqdTvVCsE7fr91znMHvLGFJyuEK12VNUrS7nLDDt3Wsw5xHurF8XG9Wpx3lrs9Xk3kij/+7sSXTR3WiRVSgrax9KmX7+0JVUFEFoItSqjXGkPxoEbH5eZhZvAqBb6wypdRKpVQc0A4YJyKeIjIEyFBKrSmj/nFArFk+GHjSWn0ZZdVZ5KUQkftEJFFEEjMzM8/VT42mSnB3NTwE6ocaUdTavjiPpH0VT2uq0VQVQ+MjiY8O5LU/twFwQ9toZicd4FD2aVuZeWN6AJBo5sGYk3ywdEWXCNHB3ky9qx3v3NSKGr7ugBG349ZPV/LegpRyDfuKixVTl+4iZuxMGo6fzTvzU8osBzCyXTTzNh+i9+t/M3vTQR7s1YD5/+1hBhNyfHwN/L/FAEQGeFZaMqXyqNDRlFLp5mcG8DPGvDum8d0Q4BZVRkQhpdQWIBdoBnQBhopIGjAN6C0iX5vlDpjD/HnA59b6Md7s7XM8RgHpZ5GX1faPlFJtlVJtQ0NDyyqi0Vw05v+3J7d2NHIGXP3eEn5Zt/8it0ijccRiEZ4Z0oSME3lM+XsHt3eqQ5FSfLOyJNpegzBfIs7Ignk+YXirGhFhaHwk88b04MZ2JY+S1xO2c++XiWSdLEl29NuGdGLGzqTeU7N47gwDR18PV8b0bcSysb3Z8sIAooK8ABjy7hJeT9hOj0ahzB/Tg8f6N8bHo3TYnXftlIhl4/o4u5vn5JwKgIj4iIifdRnoB2wSkQEYb+pDlVIn7crXtRr9iUgdoDGQppQap5SKUkrFADcCC5RSt5rlIsxPAa7BMCQE+A243fQG6AhkKaUOAH8C/UQkyDT+62fKNJrLjhevac5r17UA4JHv118yVtQajZU2dYK5Oj6SKYt24upioVfjML5ducfBgM46CmDFPsXupUqgtzuTR7Tg+/s6Us8cjVuwNYP4FxKIGTuTmLEzefi7daX2G9Yykm/v7cDGZ/vxcJ+GRAZ6sftoLtFB3g7lNqVnnTU9+BtztwMwflATJ/aq4lRkBKAmsERENgCrgJlKqTnAe4AfMNd03fufWb4rsEFE1mOMFjyglDrX5Mo3IpKEYTNQA3jRlM8CdgKpwMfAAwBKqaPARGC1+f+CKdNoLkuubxvNzw90BuCzpbtsw4IazaXCkwMaA/DqnK3c0TmGwzl5zEo6YNvu4+HKdW2ibOuXkyLboV4Ir45ocdYyzWr5M3FYHBue6cf/3diKzg1qYLEIx3LzmfDLJgb932K2HMxm4rA4EsxoiPuOnaLh+NllpiiOfz7Btvyv7vWc26EKonMBaDSXEBnZp2n/0nzbeuqkgQ5R1qoCnQtAUx6v/bmV9xfuYMb9nXn8xw34e7nZXOLACIFbd9ws23pVpAf+J+zMzOHhaevYtP/sUflm3N+ZNnUcPc0Li4r5ZuUe3py7nZy8Qm7tUJtH+zYi0NuwK8gvLKb7qws5aNpKvHhNM27tWAeA0wVFxE4wUivPG9PDFlXRijXXQmXnAtCRADWaS4gwf0+2vVji0dpg/GyOlhNoRKOpau7v2YBQPw9enLmZ2zrVYf3e47a0wGDMrb9+fbxtff/x83OvqwoOZZ/m9s9WETN2Jr3f+LvMh3+XBiF0qhdiWx/x4TJSDpVED1yWepjB7yzh2d+SiYv0Z9bD3Xh+WDPbwx8MQ98VT/WxDe8//csm+rzxF0op28MfKPXwr0r0CIBGc4nS47WFNjejmQ93JS4yoEqOq0cANGfjh9V7eWLGRka2jeb7xL1c26oWb5pRLq3YZwt8rF8jI9a+CBYBi5kq1yLCwezTHM3Nx9VixuIXIx6/RQQXC2XIztheSmaUN+L6g4vFYtQt8MWy3SzfeaTcfnm7u3BD22iuaxNFdLA3InAkJ5/eb/xlyxg4pEUER3PzWbbjCDV83ZkwpCn948Jtx7eY6YvPZEdmjkOcBCvljfBV1QiAVgA0mkuYsTM22mKrv3tTK66Oj/zHdcbExODn54eLiwuurq4kJiYyYcIEfv31VywWCxs2bMgGmiil0kVkGIa9TTGGu+8jSqklACJSGyOoVzSGG+4gpVSaacz7InA9UAR8qJR6x5T/HzAIOAncqZRaa9Z1B/C02cQXlVJfnK0P+lq+eBQVK+o/NctB1iTCn471gmkY5kfDmr7k5BVy1+erL1ILrxx0OmCNphozeUQL4qMDGfdTEg99t45N+7MY5wSL4YULF1KjRg3b+uOPP87EiRMBEJEs4BlgFDAf+E0ppUSkBfADRswOgC+BSUqpuSLiS0mArzsxlIJYpVSxiISZcvvQ3h0wQnt3sAvt3RZDkVgjIr+ZUT41lxguFsHd1eLgAbDlQDa7j+RyMr+ozH283V2oH+pL/VAfgnzcKS5WfLHcCCYUEeBJsVIUFZf8F5upeIuUotj8dPa7av1QH4a1rEWAl5stfW+xwhbm2Jq615ri99jJfKb8vRMAH3cXihUUm+0qVsr8d24bKxutAGg0lzg3ta9No5q+jPhwOVMW7WTFrqP8amd45Qz8/R3Cj1owA2sppXLs5D5WuYg0BVyVUnPLKHc/cLNSqtjclmHKbaG9gRUiYg3t3RMztLdZtzW093fO7KPGeXSsF8Ki7Zl4u7tQO9ibYyfzWfxEbzJOnCYlI4fUQzlMmmWkfPHzdOXE6UKS9meRtD+LQG83jpt+9nGR/jw5IJaGNX0J9/csc/j8QjmQdYoZa/bxQ+I+9hw9iZ+nK8NaRjKybW2a1fK/oGONG1hx5bugqJiUQzlsPpBNcnoWyenZbEnP5oSZjtjFIjQM86VppD9xkQE0jfCnaaQ/AV5u592uC0UrABrNZUCbOsGsGNeHji/PZ8Pe48SMnXnBHgIiQr9+/RAR/v3vf3PffUZ07/Hjx/Pll18ChGCMAFjLDwdeBsIwcnkANAKOi8hPQF1gHjBWKVUE1AdGmvtlAg8rpVLQob2vGJRSBHm7kZNXyOGcPA7n5JOw+SBDWkQSFeRNr8ZhNgVg47P9yDiRR8qhHFIyTrBxXxY/mwGvktOzuf2zVYARVKdBmC8Nw3yNz5q+NAzzo1agly3R0LnILyxm/pZDfJ+4l0XbMylW0KleCGP6NmJAs3A83Vwq5Xzk5hWy9WA2yenZJO/PJvlAFtsP5tgSI3m5udAkwo9hrSKJiwwgLtKfRjX9Kq09FUUrABrNZUJ4gCdbJw6wWRA3GD+b9c/0dbA8rghLly4lMjKSjIwM+vbtS2xsLN27d2fSpElMmjQJETkCPIgxLI9S6mfgZzME+ETgKox7RzegFbAH+B5j6P9TwAM4rZRqKyLXAp+ZZf9RaG8zD8l9ALVr1z6vPmucT50QH9rXDeajRcaw+BfL0hjSorSNiohQ09+Tmv6edG1YgzcSjJDCM+7vTEyINykZOeaowQlSMnL4e3smP64pCSLk6WYxFQM/GliVgzBfagd72xTg7YdO8P3qvfy8bj9Hc/MJ9/dkdK8GXNcmijohPk7t95GcPONBn2682W8+kM2uw7m2KYogbzfiIgO4q0uM7e2+bg0fXCqoxFQlWgHQaC4jPN1c2PXyIDq9vICD2adp+cJc/nykO43D/SpcR2SkcZMOCwtj+PDhrFq1iu7du9sXOQqMwFQArCilFolIfRGpgfGWvk4ptRNARH4BOmIoAPuAGeZuP2OE94azh/bueYb8rzPbrZT6CPgIDCPACndYUymIwIO9GzB9zT6O5uazOu0YyelZZ/VW2XfsJB8t2snQ+EibX32Irwcd7VzuALJOFpCaecIcNTD+V+06ahs5KI8GYb5MvrY5fZrU/McPXKUU+46dsg3fbzYf+gftciDUCvQiLtKfYfG1iIv0J66Wv9OnMioTrQBoNJcZIsKKp/ow5of1/LR2P/3fXsSHt7RmoF1WtvLIzc2luLgYPz8/cnNzSUhI4JlnniElJYWGDRtaiwViRP1ERBoAO0wjwNaAO3AEOAYEiUioUioT6A1YzfJ/Mdc/A3oA2035b8CDIjINwwgwSyl1QET+BF4yw3qDEdp73D84RZoqwt/TjUf7NmLCL0b09i+WpfHqdfHllp88eysiMHZgbLllAAK83WhTJ5g2dYId5CdOFzBt1V7b9MKZpGbkcP83a4kJ8baNGDSsaYwa1A/1LXfIvbComNTMHNtDPjk9i83p2WSfNubrLWIoF53qhxAX6W+brz/f0bdLDa0AaDSXKW/e0JJW0YFM+DWZ+79Zy+he9Xm8/9lvrIcOHWL48OEAFBYWcvPNNzNgwABGjBjBtm3bsFgsAP7Af8xdRmDk4ygATgEjTSO+IhF5DJhvuvetwQjXDTAZI7z3o0AOcK8pn4XhApiK4QZ4FxihvUXEGtobdGjvywLrO+5N7aL5anka2w/l8OOafYwb2IQgn9IPxtVpR/lj4wFb7Pzz4VD2aWas3cePifvYdTgXXw9Xro6PZGS7aOKjAsgrLGZHZg6pGTk2W4PtGSeYu+WQLSmRCNQO9iYqyIvCIkV+UTF5BcXkFRax99gpm1eDp5uF2HB/hsRHGm/1kQHEhl/8+frKQMcB0Gguc1btOsoNU5YD0C4miB9Hdf5H9elAQJpzcdunK8nNK+SnBwxvlEXbM23GfE8OiOX+nvUdgtkUFyuGvb+UzBN5LHisB97u5373LCgqZsHWDH5YvZe/tmdSVKxoXzeYkW2jGdg8vEJ1ZGSf5o+NB/h1/X42VCDddo9GofSLq0lsuB8Nwvyq1CK/stBxADSaK5j2dYNZNrY3nScvYHXaMWLGzmTHS4MuSaMjzZXBme+N3RuF0qtxKAu3ZfJ/87fzr251HbbPWLuPpP1ZvD2y5Tkf3KkZOfyQuJef1u7jcE4+YX4e/Lt7Pa5vG03dGmUb9Cml2H/8lM04b7M5hJ+eVTJfHxngSVPTAj823A8/T8OLYUdmDimmAeKKnUf4e3umbZ8wPw+bN4K9AWKIr8d5nrFLE60AaDRXAJGBXg4eAvWfmsWGZ/tdEW8wmkuTMw3dxg9uysJtf3O6oJh5WzJs8py8Ql79cxstowMZWk4ky5y8QmZuTOeHxH2s2X0MV4vQOzaMke2i6dEo1MHdtbComJ2Hc23z9Mnp2Ww+kG2LLWARqBfqS7u6weZ8fQBNI/0JLmNa4kyKihX7j50qZYD4Y+Jecu2CHAX7uNuUAcNt0YiAGObncdkYAIJWADSaKwarh0DbF+dxJDef+OcTmDemOw3CKu4hoNFcKA3CfLmtYx2+WrGbp39JPWrPOAAADcJJREFUssk//CuVzBN5fHRbGwd/fqUUa3Yf44fEvfyx8QAn84uoH+rDU4NiGd4qilA/D04XFLEpvSSQTnJ6NlsPZJNnzte7u1poEu7HwGbhtrf7JuH+eLlf2Hy9i0WoHeJN7RBvesfWdGjrgSwzyFFGDqkZhoLw+4Z0m6EgGEGPGpouiw1r+lLfVBAiAyoey6Aq0TYAGs0VyEPfreP3DekAfHx7W/o2rXmOPUrQNgCac3HLJys4XVDMjPsd7U2O5ebTauJcB5m7q4XBzSN4y0wYlHHiND+v3c8PiXvZkZmLt7sLV7eIpH+zmni6utis8JPTs9mRmWMLr+vv6Wrzq7ca59UP9anydNn2KKXIzMkj9VAOqZklBoipGTkczinJ4unt7mI3heBnC3YUHexd6VN12gZAo6lmvHtTK1rXDuT53zfzry8TeeSqhjxyVaOL3SzNFURZj60gH3ce6t2Adxek2mQuIozp24h5m40IfQu2Ztgs82sFehFTw5slqYf5PrEkGGS4vydxkf4Ob/ZRQV6X3PC6iBDm50mYnyedG9Rw2HY0N9/wSjAVgtSMHJalHuGntSWxDNxdLdQPLZlKMFwW/agT4o1bFSg2WgHQaK5Q7upSl8bhftz88UrenpfC6rSjfHNvx4vdLM0VzsN9GjooAKcKiuj26sIyy6ZnncLDzULrOkHc1qkOTSP8iYv0vyKM7IJ93GlfN5j2dR1jGWSfLjAUArvRgrV7jvGbOWIH4OYixIT42BQC64hB3Ro+TnVHrJACICJpwAmM1J6FZojP14CrgXxgB3CXUuq4iLTHjNaFoSQ+Z4YStdblghEwZL9Saogp+wYjE1gBRgCSfyulCkSkJ/ArsMvc/Sel1AvmPgMwUou6AJ8opSZf2CnQaK5cOtevweInetHt1YUsTT1Cs2f/ZNPz/S92szRXABv3Z9Hr9b+MkQAxbvYiUubIgJXYcD/iowKJq+VvWuP74+NRvd5D/T3daF07iNa1gxzkJ/ML2ZGRS0rGCZutwZYDJ5iz6aBtGsQiRghmqwFi79gw2sYEl3GUinE+Z76XUuqw3fpcYJxSqlBEXsGI3PUksAloa8ojgA0i8rtSymop8R9gC0awESvfALeay99iBA750FxfbFUUrJhKxPtAX4wwoqvN9KGbz6M/Gk21IDrYm80v9KfpM3+Sk1d47h00mnNwe6cYQnw8UGBLpYtd+tz6ob7MST4IwBMDGtOrcRgNwnyrZFj7csXb3ZXmUQE0j3IMpXy6oIhdh3Md8iWkZuSwcGsGPh6uVaYAOKCUSrBbXQFcZ8pP2sk9sUvqISJRGNnEJgFj7OqaZVdmFUYs8LPRHki1i0M+DSPVqFYANJoy8HZ3JW3y4HMX1GgqQP+4cPrHhV/sZlQLPN1caBLhT5MIh5TdFBQVU2BmG7xQKqqOKSBBRNaYGbnO5G5gtnVFRDqISDKQBIyye/t/G3gCKLPVIuIG3AbMsRN3EpENIjJbROJMWYXTh4rIfSKSKCKJmZmZZRXRaDQajeayws3FUqFoiGejogpAF6VUa2AgMNpMCwqAiIwHCjGG8QFQSq1USsUB7YBxIuIpIkOADKXUmrMc5wNgkVJqsbm+FqijlIoH3sVIMgIVTB9qtuUjpVRbpVTb0NDQCnVWo9FoNJornQopAEqpdPMzAyO9Z3sAEbkDGALcosoIKKCU2gLkAs2ALsBQ06BwGtBbRL62lhWRZ4FQHKcGspVSOebyLMDNLhVpWWlFNRqNRqPRVIBzKgAi4iMiftZljFSdm0wr/CeBofbz/iJSV0RczeU6QGMgTSk1TikVpZSKAW4EFiilbjXL3Qv0B25SShXb1RVuZhrD9C6wYKQiXQ00NI/lbtb32z88FxqNRqPRVBsqMoFQE/jZfA67At8qpeaISCrgAcw1t61QSo0CugJjzfShxcADZ3gPlMX/gN3AcrMuq7vfdcD9IlKIkYr0RnOkoVBEHgT+xHAD/EwplXw+HddoNBqNpjpzTgXAtLSPL0PeoJzyXwFfnaPOv4C/7NbLbIdS6j3gvXK2zcLIL67RaDQajeY80U6ZGo1Go9FUQ6pVMiARycSYaqgBnGta4kqkOva7OvYZ/lm/6yilLmmXGbtr+Uwut+9bt7dyuZzaW1ltLfd6rlYKgBURSbzUs51VBtWx39Wxz6D7fbHbUVF0eyuXy6m9F6OtegpAo9FoNJpqiFYANBqNRqOphlRXBeCjcxe5IqmO/a6OfQbd78sF3d7K5XJqb5W3tVraAGg0Go1GU92priMAGo1Go9FUb5RSl/w/EAhMB7YCW4BOwGvm+kaM/ASBZ+xTG8gBHjtD7gKsA/6wk9UFVgIpwPeAuyn3MNdTze0xdvuMM+XbgP6Xab+nAruA9eZ/S1MuwDtm/zYCre32ucM8TynAHZdqn4E0jGyU64FEO3kwMNds/1wgqBr0+Tlgv933POhcv2NggClLBcZW8bU90ez3eiABiDxjn3ZAEXDdGXJ/s5/v2cn+Mvth7XvYP7m2ndVec93apt/s5E67F1VBW6fixPuHE9tb2yy7BSNFfIyzz20Vtdep57fM66+yLmwn3yS+AO41l93NE98PcDVlrwCvnLHPDOBHSj8IxwDf4vgg/AEjzDAYYYnvN5cfAP5nLt8IfG8uNwU2mD+cusAOwOUy7PdUzriJmvJBGOmdBegIrDTlwcBO8zPIXA66FPuM8TCsUUb9r2I+0ICx1rqu8D4/d+bv4Wy/Y/N/B1DPbM8GoKmzf99n6bu/3faHMa9Bc90FWIARBfRMBeD/zN/4mQpA2zKOe0HXtrPaC+SUcz6cdi+qgrZOPfM7+CfXkhPb+xfQ11z2BbydfW6rqL1OPb9l/V/yUwAi4g90Bz4FUErlK6WOK6USlFKFZrEVGBkBrftcg9H55DPqigIGA5/YyQTojaHJgfGlXmMuDzPXMbf3McsPA6YppfKUUrswNLH2zumxrV2V2u9zMAz4UhmsAAJFJAIjYdNcpdRRpdQxjDfoARfcyTNwZp/Pgv13euZ3faX2uTzK+x23B1KVUjuVUvkY2TuH/cNjleIsfc+2K+aDY6rvhzCUn4wz6mqDkbckoYKHP+9r25ntLQtn3osqu63n4LyvJWe1V0SaYijOc816cpRSJ519n6/s9p7t5OLEe9UlrwBgvIVkAp+LyDoR+cTMSmjP3RgakTVj4ZPA82XU9TbwBEaSIishwHG7m+0+oJa5XAvYC2BuzzLL2+Rl7OMsKrvfViaJyEYReUtEPExZef2r7H47s88KSBCRNSJyn528plLqAID5GWbKr+Q+Azxofs+fiUiQKbtYfbZSbt9FZJKI7AVuAZ4xZbWA4RhvbzZExAK8ATxeznE+F5H1IjLBml2UC7u2ndJeE08RSRSRFaZCB869F1V2W6046/7hrPY2Ao6LyE9mPa+JiIuTz21VtNfZ57dMLgcFwBVoDXyolGoF5GIM3QIgIuOBQuAbU/Q88JZSKse+EhEZAmQopdacUb9QGnWObWfbx1lUdr/BmN+KxZiXCsZ4sMDF67dT+mzSRSnVGhgIjBaR7uc49pXc5w+B+kBL4ADGwxIu7u8bztJ3pdR4pVQ0Rr8fNMu/DTyplCo6o54HgFlKqb2U5halVHOgm/l/mym/kL47q70AtZUR9e1m4G0RqX+OY59veyu7reDc+4ez2uuK8T0/ZrarHnDnOY59KbYXquD+fDkoAPuAfUqpleb6dIwTj4jcAQzBuMitHe0AvCoiacAjwFNipA7uAgw15dOA3iLyNUbs5UARsWYkjALS7Y4dbR7LFQgAjtrLy9jHWVR2v1FKHTCHkfKAzymZxiivf5Xdb2f1GaVUuvmZgWFEZ+3bIXO4DPPTOhx3xfZZKXVIKVWklCoGPubif89Wyu27Hd8CI8zltsA0s+/XAR+Yb6SdMEY40oDXgdtFZDKAUmq/+XnCrKtU38/j2nZWe+2/q50Yc8CtcO69qLLb6uz7h7Pauw9Yp4zpq0LgF7MeZ9/nK7u9VXN/VpVg2OPsf2Ax0Nhcfg7DQnoAhsVk6Fn2e46yjZ964mgM9yOOxiEPmMujcTQO+cFcjsPROGQnlWMEWNn9jjA/BUNDnWyuD8bRyGSVKjEy2YVhYBJkLgdfan3GmHvzs1teBgww11/D0Qjw1WrQ5wi7fR7FmNcs93eM8Vay05RZjQDjnP37PkvfG9ptfwiYXsZ+UynbQOpOTCNAsx81zGU3jJv0KHP9gq5tZ7TX/B15mMs1MCy2m5rrTrsXVUFbnXr/cFJ7XczzEWqufw6Mdva5raL2Vvr92ekXdCXdJFoCiRguD7+YnUvFmO+wukj8r4z9nqNiD8J6wCqzzh8p+cF7muup5vZ6dvuMx7AK3QYMvEz7vQDDbWwT8DXga/eDe9/sXxJ2VtQY89Gp5v9dl2Kfze9zg/mfDIy3KxcCzMe4kc23XiBXeJ+/Mvu0EfgNR4WgzN8xhqXxdnPbeGf3+Rx9n2H+JjcCvwO1ythvKudWAHyANWY9yRheAtaH4wVd285oL9DZ/D42mJ/32JVz2r2oCtrq1PuHs34LQF+zfJK5zd3Z57aK2lvp92cdCVCj0Wg0mmrI5WADoNFoNBqNxsloBUCj0Wg0mmqIVgA0Go1Go6mGaAVAo9FoNJpqiFYANBqNRqOphmgFQKPRaDSaaohWADQajUajqYZoBUCj0Wg0mmrI/wPXYvY+/1YkzwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_path('刺网')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>v</th>\n",
       "      <th>d</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346640e+06</td>\n",
       "      <td>5.336511e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>102</td>\n",
       "      <td>1110 11:54:35</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346640e+06</td>\n",
       "      <td>5.336511e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>1110 11:44:35</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346640e+06</td>\n",
       "      <td>5.336511e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>1110 11:34:35</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345538e+06</td>\n",
       "      <td>5.336624e+06</td>\n",
       "      <td>2.70</td>\n",
       "      <td>5</td>\n",
       "      <td>1110 11:24:33</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345538e+06</td>\n",
       "      <td>5.336514e+06</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0</td>\n",
       "      <td>1110 11:14:32</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345538e+06</td>\n",
       "      <td>5.336514e+06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>50</td>\n",
       "      <td>1110 11:04:57</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345638e+06</td>\n",
       "      <td>5.336514e+06</td>\n",
       "      <td>1.51</td>\n",
       "      <td>1</td>\n",
       "      <td>1110 10:44:28</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345438e+06</td>\n",
       "      <td>5.336734e+06</td>\n",
       "      <td>7.50</td>\n",
       "      <td>135</td>\n",
       "      <td>1110 10:34:32</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.344638e+06</td>\n",
       "      <td>5.337504e+06</td>\n",
       "      <td>0.49</td>\n",
       "      <td>222</td>\n",
       "      <td>1110 10:24:31</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.344738e+06</td>\n",
       "      <td>5.337504e+06</td>\n",
       "      <td>0.81</td>\n",
       "      <td>81</td>\n",
       "      <td>1110 10:14:47</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.344638e+06</td>\n",
       "      <td>5.337504e+06</td>\n",
       "      <td>0.38</td>\n",
       "      <td>40</td>\n",
       "      <td>1110 10:04:29</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.344638e+06</td>\n",
       "      <td>5.337394e+06</td>\n",
       "      <td>2.00</td>\n",
       "      <td>321</td>\n",
       "      <td>1110 09:54:46</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345239e+06</td>\n",
       "      <td>5.337173e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>323</td>\n",
       "      <td>1110 09:44:25</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345138e+06</td>\n",
       "      <td>5.337174e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>302</td>\n",
       "      <td>1110 09:34:25</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345138e+06</td>\n",
       "      <td>5.337174e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>302</td>\n",
       "      <td>1110 09:34:24</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.345239e+06</td>\n",
       "      <td>5.337173e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>167</td>\n",
       "      <td>1110 09:24:27</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346440e+06</td>\n",
       "      <td>5.336622e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>276</td>\n",
       "      <td>1110 09:14:25</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>311</td>\n",
       "      <td>1110 09:04:25</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1110 08:54:23</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>283</td>\n",
       "      <td>1110 08:44:21</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>10</td>\n",
       "      <td>1110 08:34:21</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>2.59</td>\n",
       "      <td>119</td>\n",
       "      <td>1110 08:24:22</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>300</td>\n",
       "      <td>1110 08:14:21</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30</td>\n",
       "      <td>1110 08:04:18</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>268</td>\n",
       "      <td>1110 07:54:19</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>4</td>\n",
       "      <td>1110 07:44:20</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>234</td>\n",
       "      <td>1110 07:34:17</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>308</td>\n",
       "      <td>1110 07:24:17</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>202</td>\n",
       "      <td>1110 07:14:17</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346540e+06</td>\n",
       "      <td>5.336621e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0</td>\n",
       "      <td>1110 07:04:17</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 17:50:08</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>313</td>\n",
       "      <td>1107 17:40:27</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 17:20:06</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 17:10:05</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>189</td>\n",
       "      <td>1107 17:00:05</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 16:49:59</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>91</td>\n",
       "      <td>1107 16:40:11</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>306</td>\n",
       "      <td>1107 16:30:05</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>297</td>\n",
       "      <td>1107 16:20:04</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>296</td>\n",
       "      <td>1107 16:10:01</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346440e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>292</td>\n",
       "      <td>1107 16:00:01</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346440e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 15:49:59</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 15:39:54</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346440e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 15:19:57</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346440e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 15:10:02</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346440e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61</td>\n",
       "      <td>1107 14:49:55</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>300</td>\n",
       "      <td>1107 14:39:46</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>111</td>\n",
       "      <td>1107 14:29:53</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>71</td>\n",
       "      <td>1107 14:19:51</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>254</td>\n",
       "      <td>1107 14:09:51</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 14:00:02</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 13:39:49</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>349</td>\n",
       "      <td>1107 13:29:49</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>238</td>\n",
       "      <td>1107 13:09:46</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>295</td>\n",
       "      <td>1107 12:59:45</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 12:49:44</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 12:39:43</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 12:29:46</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0</td>\n",
       "      <td>1107 12:19:46</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>1415</td>\n",
       "      <td>6.346541e+06</td>\n",
       "      <td>5.336731e+06</td>\n",
       "      <td>0.11</td>\n",
       "      <td>117</td>\n",
       "      <td>1107 12:09:42</td>\n",
       "      <td>刺网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>401 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ship             x             y     v    d           time type\n",
       "0    1415  6.346640e+06  5.336511e+06  0.22  102  1110 11:54:35   刺网\n",
       "1    1415  6.346640e+06  5.336511e+06  0.11    0  1110 11:44:35   刺网\n",
       "2    1415  6.346640e+06  5.336511e+06  0.11    0  1110 11:34:35   刺网\n",
       "3    1415  6.345538e+06  5.336624e+06  2.70    5  1110 11:24:33   刺网\n",
       "4    1415  6.345538e+06  5.336514e+06  0.49    0  1110 11:14:32   刺网\n",
       "5    1415  6.345538e+06  5.336514e+06  0.81   50  1110 11:04:57   刺网\n",
       "6    1415  6.345638e+06  5.336514e+06  1.51    1  1110 10:44:28   刺网\n",
       "7    1415  6.345438e+06  5.336734e+06  7.50  135  1110 10:34:32   刺网\n",
       "8    1415  6.344638e+06  5.337504e+06  0.49  222  1110 10:24:31   刺网\n",
       "9    1415  6.344738e+06  5.337504e+06  0.81   81  1110 10:14:47   刺网\n",
       "10   1415  6.344638e+06  5.337504e+06  0.38   40  1110 10:04:29   刺网\n",
       "11   1415  6.344638e+06  5.337394e+06  2.00  321  1110 09:54:46   刺网\n",
       "12   1415  6.345239e+06  5.337173e+06  0.22  323  1110 09:44:25   刺网\n",
       "13   1415  6.345138e+06  5.337174e+06  0.11  302  1110 09:34:25   刺网\n",
       "14   1415  6.345138e+06  5.337174e+06  0.11  302  1110 09:34:24   刺网\n",
       "15   1415  6.345239e+06  5.337173e+06  0.32  167  1110 09:24:27   刺网\n",
       "16   1415  6.346440e+06  5.336622e+06  0.22  276  1110 09:14:25   刺网\n",
       "17   1415  6.346540e+06  5.336621e+06  0.22  311  1110 09:04:25   刺网\n",
       "18   1415  6.346540e+06  5.336621e+06  0.32    0  1110 08:54:23   刺网\n",
       "19   1415  6.346540e+06  5.336621e+06  0.32  283  1110 08:44:21   刺网\n",
       "20   1415  6.346540e+06  5.336621e+06  0.11   10  1110 08:34:21   刺网\n",
       "21   1415  6.346540e+06  5.336621e+06  2.59  119  1110 08:24:22   刺网\n",
       "22   1415  6.346540e+06  5.336621e+06  0.11  300  1110 08:14:21   刺网\n",
       "23   1415  6.346540e+06  5.336621e+06  0.00   30  1110 08:04:18   刺网\n",
       "24   1415  6.346540e+06  5.336621e+06  0.22  268  1110 07:54:19   刺网\n",
       "25   1415  6.346540e+06  5.336621e+06  0.32    4  1110 07:44:20   刺网\n",
       "26   1415  6.346540e+06  5.336621e+06  0.32  234  1110 07:34:17   刺网\n",
       "27   1415  6.346540e+06  5.336621e+06  0.00  308  1110 07:24:17   刺网\n",
       "28   1415  6.346540e+06  5.336621e+06  0.11  202  1110 07:14:17   刺网\n",
       "29   1415  6.346540e+06  5.336621e+06  0.22    0  1110 07:04:17   刺网\n",
       "..    ...           ...           ...   ...  ...            ...  ...\n",
       "371  1415  6.346541e+06  5.336731e+06  0.00    0  1107 17:50:08   刺网\n",
       "372  1415  6.346541e+06  5.336731e+06  0.22  313  1107 17:40:27   刺网\n",
       "373  1415  6.346541e+06  5.336731e+06  0.32    0  1107 17:20:06   刺网\n",
       "374  1415  6.346541e+06  5.336731e+06  0.22    0  1107 17:10:05   刺网\n",
       "375  1415  6.346541e+06  5.336731e+06  0.22  189  1107 17:00:05   刺网\n",
       "376  1415  6.346541e+06  5.336731e+06  0.32    0  1107 16:49:59   刺网\n",
       "377  1415  6.346541e+06  5.336731e+06  0.22   91  1107 16:40:11   刺网\n",
       "378  1415  6.346541e+06  5.336731e+06  0.00  306  1107 16:30:05   刺网\n",
       "379  1415  6.346541e+06  5.336731e+06  0.00  297  1107 16:20:04   刺网\n",
       "380  1415  6.346541e+06  5.336731e+06  0.11  296  1107 16:10:01   刺网\n",
       "381  1415  6.346440e+06  5.336731e+06  0.00  292  1107 16:00:01   刺网\n",
       "382  1415  6.346440e+06  5.336731e+06  0.32    0  1107 15:49:59   刺网\n",
       "383  1415  6.346541e+06  5.336731e+06  0.22    0  1107 15:39:54   刺网\n",
       "384  1415  6.346440e+06  5.336731e+06  0.11    0  1107 15:19:57   刺网\n",
       "385  1415  6.346440e+06  5.336731e+06  0.11    0  1107 15:10:02   刺网\n",
       "386  1415  6.346440e+06  5.336731e+06  0.00   61  1107 14:49:55   刺网\n",
       "387  1415  6.346541e+06  5.336731e+06  0.11  300  1107 14:39:46   刺网\n",
       "388  1415  6.346541e+06  5.336731e+06  0.00  111  1107 14:29:53   刺网\n",
       "389  1415  6.346541e+06  5.336731e+06  0.11   71  1107 14:19:51   刺网\n",
       "390  1415  6.346541e+06  5.336731e+06  0.32  254  1107 14:09:51   刺网\n",
       "391  1415  6.346541e+06  5.336731e+06  0.11    0  1107 14:00:02   刺网\n",
       "392  1415  6.346541e+06  5.336731e+06  0.32    0  1107 13:39:49   刺网\n",
       "393  1415  6.346541e+06  5.336731e+06  0.11  349  1107 13:29:49   刺网\n",
       "394  1415  6.346541e+06  5.336731e+06  0.32  238  1107 13:09:46   刺网\n",
       "395  1415  6.346541e+06  5.336731e+06  0.11  295  1107 12:59:45   刺网\n",
       "396  1415  6.346541e+06  5.336731e+06  0.32    0  1107 12:49:44   刺网\n",
       "397  1415  6.346541e+06  5.336731e+06  0.32    0  1107 12:39:43   刺网\n",
       "398  1415  6.346541e+06  5.336731e+06  0.11    0  1107 12:29:46   刺网\n",
       "399  1415  6.346541e+06  5.336731e+06  0.22    0  1107 12:19:46   刺网\n",
       "400  1415  6.346541e+06  5.336731e+06  0.11  117  1107 12:09:42   刺网\n",
       "\n",
       "[401 rows x 7 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[train['ship']==1415]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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